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float.js
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349 lines (298 loc) · 10.3 KB
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const MAX_DECIMAL_PRECISION = 21;
const buffer = new ArrayBuffer(8);
const uview = new BigUint64Array(buffer);
const fview = new Float64Array(buffer);
function float64ToUint64(x) {
fview[0] = x;
return uview[0];
}
function uint64ToFloat64(n) {
uview[0] = n;
return fview[0];
}
function parseBigUint(str, radix) {
if (!str) return;
const regex = radix == 16 ? /^[0-9A-F]+$/i : /^[0-9]+$/;
if (!regex.test(str)) return;
return BigInt(radix == 16 ? '0x' + str : str);
}
function parseFloatStrict(str) {
if (!str) return;
const number = Number(str);
if (isNaN(number) && str !== "NaN") return;
return number;
}
function isValidFloatString(str) {
if (!str) return false;
if (isFinite(Number(str))) return true;
return /^[+-]?inf(?:inity)?$|^nan$/i.test(str);
}
function incMod(value, max, neg) {
return (neg ? (value === 0n ? max : value - 1n)
: (value === max ? 0n : value + 1n));
}
function bitLength(value) {
// if (value === 0n) return 0n;
return BigInt(value.toString(2).length);
}
function rshiftRNE(value, shift) {
if (shift === 0n) return value;
const rem = value & ((1n << shift) - 1n);
const half = 1n << (shift - 1n);
value >>= shift;
if (rem > half || (rem === half && (value & 1n)))
value += 1n;
return value;
}
class Format {
constructor(exponentBits, mantissaBits) {
this.exponentBits = BigInt(exponentBits);
this.mantissaBits = BigInt(mantissaBits);
this.totalBits = 1n + this.exponentBits + this.mantissaBits;
this.maxRaw = (1n << this.totalBits) - 1n;
this.maxExponent = (1n << this.exponentBits) - 1n;
this.maxMantissa = (1n << this.mantissaBits) - 1n;
this.exponentBias = (1n << (this.exponentBits - 1n)) - 1n;
}
equals(other) {
return (other instanceof Format &&
this.exponentBits === other.exponentBits &&
this.mantissaBits === other.mantissaBits);
}
}
const FP16 = new Format(5, 10);
const BF16 = new Format(8, 7);
const FP32 = new Format(8, 23);
const FP64 = new Format(11, 52);
function encode(sign, exponent, mantissa, format) {
return (sign << format.exponentBits | exponent) << format.mantissaBits | mantissa;
}
function decode(raw, format) {
const sign = (raw >> (format.exponentBits + format.mantissaBits)) & 1n;
const exponent = (raw >> format.mantissaBits) & format.maxExponent;
const mantissa = raw & format.maxMantissa;
return [sign, exponent, mantissa];
}
function convert(exponent, mantissa, srcFormat, dstFormat) {
// Handle Inf and NaN
if (exponent === srcFormat.maxExponent) {
const isNaN = mantissa !== 0n;
return [dstFormat.maxExponent, isNaN ? dstFormat.maxMantissa : 0n];
}
// Handle zero and subnormals
if (exponent === 0n) {
if (mantissa === 0n) {
return [0n, 0n];
}
// Normalize subnormal
const shift = srcFormat.mantissaBits + 1n - bitLength(mantissa);
mantissa = (mantissa << shift) & srcFormat.maxMantissa;
exponent = 1n - shift;
}
exponent += dstFormat.exponentBias - srcFormat.exponentBias;
// Handle exponent overflow
if (exponent >= dstFormat.maxExponent) {
return [dstFormat.maxExponent, 0n];
}
let mantissaShift = dstFormat.mantissaBits - srcFormat.mantissaBits;
// Handle subnormal result
if (exponent <= 0n) {
mantissa |= 1n << srcFormat.mantissaBits;
mantissaShift -= (1n - exponent);
exponent = 0n;
}
if (mantissaShift < 0) {
mantissa = rshiftRNE(mantissa, -mantissaShift);
if (mantissa > dstFormat.maxMantissa) {
mantissa = 0n;
exponent += 1n;
}
} else {
mantissa <<= mantissaShift;
}
return [exponent, mantissa];
}
function decimalRepresentation(totalExponent, fullMantissa, maxLength) {
if (fullMantissa === 0n) {
return ['0', 0];
}
let decimalExponent, decimalMantissa;
if (totalExponent >= 0n) {
decimalMantissa = fullMantissa << totalExponent;
decimalExponent = 0;
} else {
decimalMantissa = fullMantissa * (5n ** -totalExponent);
decimalExponent = Number(totalExponent);
}
let digits = decimalMantissa.toString();
let pointPos = decimalExponent + digits.length;
digits = digits.replace(/0+$/, '') || '0';
if (digits.length <= maxLength) {
return [digits, pointPos];
}
const roundDigit = Number(digits[maxLength]);
digits = digits.slice(0, maxLength);
if (roundDigit >= 5) {
digits = String(BigInt(digits) + 1n);
if (digits.length > maxLength) {
digits = digits.slice(0, maxLength);
pointPos += 1;
}
}
digits = digits.replace(/0+$/, '') || '0';
return [digits, pointPos];
}
class FloatingPoint {
constructor(format) {
this.format = format;
this.isFP64 = FP64.equals(this.format);
this.raw = 0n;
this.sign = 0n;
this.exponent = this.format.exponentBias;
this.mantissa = 0n;
this.updateRaw();
}
setFormat(format) {
if (this.format.equals(format)) return;
const oldFormat = this.format;
this.format = format;
this.isFP64 = FP64.equals(this.format);
[this.exponent, this.mantissa] = convert(this.exponent, this.mantissa, oldFormat, this.format);
this.updateRaw();
}
updateParts() {
[this.sign, this.exponent, this.mantissa] = decode(this.raw, this.format);
}
updateRaw() {
this.raw = encode(this.sign, this.exponent, this.mantissa, this.format);
}
isValidRaw(raw) { return raw != null && 0n <= raw && raw <= this.format.maxRaw; }
isValidSign(sign) { return sign != null && 0n <= sign && sign <= 1n; }
isValidExponent(exponent) { return exponent != null && 0n <= exponent && exponent <= this.format.maxExponent; }
isValidMantissa(mantissa) { return mantissa != null && 0n <= mantissa && mantissa <= this.format.maxMantissa; }
getRaw() { return this.raw; }
getSign() { return this.sign; }
getExponent() { return this.exponent; }
getMantissa() { return this.mantissa; }
setRaw(raw) {
if (!this.isValidRaw(raw) || this.raw === raw) return false;
this.raw = raw;
this.updateParts();
return true;
}
setSign(sign) {
if (!this.isValidSign(sign) || this.sign === sign) return false;
this.sign = sign;
this.updateRaw();
return true;
}
setExponent(exponent) {
if (!this.isValidExponent(exponent) || this.exponent === exponent) return false;
this.exponent = exponent;
this.updateRaw();
return true;
}
setMantissa(mantissa) {
if (!this.isValidMantissa(mantissa) || this.mantissa === mantissa) return false;
this.mantissa = mantissa;
this.updateRaw();
return true;
}
setParts(sign, exponent, mantissa) {
if (!this.isValidSign(sign) || !this.isValidExponent(exponent) || !this.isValidMantissa(mantissa)) return false;
if (this.sign === sign && this.exponent === exponent && this.mantissa === mantissa) return false;
this.sign = sign;
this.exponent = exponent;
this.mantissa = mantissa;
this.updateRaw();
return true;
}
incRaw(neg) {
this.raw = incMod(this.raw, this.format.maxRaw, neg);
this.updateParts();
}
incSign() {
this.sign ^= 1n;
this.updateRaw();
}
incExponent(neg) {
this.exponent = incMod(this.exponent, this.format.maxExponent, neg);
this.updateRaw();
}
incMantissa(neg) {
this.mantissa = incMod(this.mantissa, this.format.maxMantissa, neg);
this.updateRaw();
}
getBit(index) {
return Number((this.raw >> BigInt(index)) & 1n);
}
setBit(index, bit) {
const mask = (1n << BigInt(index)) & this.format.maxRaw;
const raw = bit ? (this.raw | mask) : (this.raw & ~mask);
return this.setRaw(raw);
}
getNumber() {
if (this.isFP64) {
return uint64ToFloat64(this.raw);
} else {
const [exponent, mantissa] = convert(this.exponent, this.mantissa, this.format, FP64);
const raw = encode(this.sign, exponent, mantissa, FP64);
return uint64ToFloat64(raw);
}
}
setNumber(number) {
if (this.isFP64) {
return this.setRaw(float64ToUint64(number));
} else {
const raw = float64ToUint64(number);
let [sign, exponent, mantissa] = decode(raw, FP64);
[exponent, mantissa] = convert(exponent, mantissa, FP64, this.format);
return this.setParts(sign, exponent, mantissa);
}
}
getString() {
const signStr = this.sign === 0n ? '' : '-';
if (this.exponent === this.format.maxExponent) {
return this.mantissa === 0n ? (signStr + 'Infinity') : 'NaN';
}
const implicitBit = this.exponent === 0n ? 0n : 1n;
const fullSignificand = this.mantissa + (implicitBit << this.format.mantissaBits);
const unbiasedExponent = this.exponent - this.format.exponentBias - implicitBit + 1n;
const totalExponent = unbiasedExponent - this.format.mantissaBits;
const [digits, pointPos] = decimalRepresentation(totalExponent, fullSignificand, MAX_DECIMAL_PRECISION);
if (-6 <= pointPos && pointPos < MAX_DECIMAL_PRECISION) {
if (pointPos >= digits.length) return signStr + digits.padEnd(pointPos, '0') + '.0';
if (pointPos >= 1) return signStr + digits.slice(0, pointPos) + '.' + digits.slice(pointPos);
return signStr + '0.' + '0'.repeat(-pointPos) + digits;
} else {
const expStr = (pointPos - 1 >= 0 ? '+' : '-') + Math.abs(pointPos - 1).toString();
if (digits.length === 1) return signStr + digits[0] + '.0e' + expStr;
return signStr + digits[0] + '.' + digits.slice(1) + 'e' + expStr;
}
}
setString(str) {
const number = Number(str);
if (isFinite(number))
return this.setNumber(number);
str = str.toLowerCase();
if (str === 'inf' || str === '+inf' || str === 'infinity' || str === '+infinity')
return this.setParts(0n, this.format.maxExponent, 0n);
if (str === '-inf' || str === '-infinity')
return this.setParts(1n, this.format.maxExponent, 0n);
if (str === 'nan')
return this.setParts(0n, this.format.maxExponent, this.format.maxMantissa);
return false;
}
getUlpString() {
if (this.exponent === this.format.maxExponent) {
return 'N/A';
}
const implicitBit = this.exponent === 0n ? 0n : 1n;
const unbiasedExponent = this.exponent - this.format.exponentBias - implicitBit + 1n;
const totalExponent = unbiasedExponent - this.format.mantissaBits;
const [digits, pointPos] = decimalRepresentation(totalExponent, 1n, MAX_DECIMAL_PRECISION);
const expStr = (pointPos - 1 >= 0 ? '+' : '-') + Math.abs(pointPos - 1).toString();
if (digits.length === 1) return digits[0] + '.0e' + expStr;
return digits[0] + '.' + digits.slice(1) + 'e' + expStr;
}
};