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Diffstat (limited to 'AK/StringFloatingPointConversions.cpp')
-rw-r--r-- | AK/StringFloatingPointConversions.cpp | 1124 |
1 files changed, 1124 insertions, 0 deletions
diff --git a/AK/StringFloatingPointConversions.cpp b/AK/StringFloatingPointConversions.cpp new file mode 100644 index 0000000000..9c1ffe7ca6 --- /dev/null +++ b/AK/StringFloatingPointConversions.cpp @@ -0,0 +1,1124 @@ +/* + * Copyright (c) 2022, Dan Klishch <danilklishch@gmail.com> + * + * SPDX-License-Identifier: BSD-2-Clause + */ + +#include <AK/Array.h> +#include <AK/BuiltinWrappers.h> +#include <AK/FloatingPoint.h> +#include <AK/StringFloatingPointConversions.h> +#include <AK/UFixedBigInt.h> + +namespace AK { + +// This entire algorithm is an implementation of the paper: Ryu: Fast Float-to-String Conversion +// by Ulf Adams, available at https://dl.acm.org/doi/pdf/10.1145/3192366.3192369 and an implemenetation +// at https://github.com/ulfjack/ryu . A lot of possible mistakes from the article were corrected, see +// discussion at https://github.com/SerenityOS/serenity/pull/15796 . +// +// Not implemented for float80, as it will require an insane lookup table size (193Kb). +// +// Run stress tests from https://github.com/DanShaders/serenity-arithmetic-benchmark after non-trivial +// modifications. + +// These approximations should match the ones used in the Python script. +static constexpr i64 log10_5_num = 10043; +static constexpr i64 log10_5_denum = 14369; + +static constexpr i64 log10_2_num = 1406; +static constexpr i64 log10_2_denum = 4671; + +static constexpr i64 log2_5_num = 8245; +static constexpr i64 log2_5_denum = 3551; + +template<typename Number, size_t Size1, size_t Size2> +struct LookupInformation { + i32 b0, b1; // B0 and B1 from the paper (accidentally swapped) + Number lt[Size1]; + Number ge[Size2]; +}; + +template<FloatingPoint> +int lookup_table; + +template<typename FloatingPoint, typename MultiplyAndShiftFunction> +FloatingPointExponentialForm inner_convert_floating_point_to_decimal_exponential_form(FloatingPoint value, MultiplyAndShiftFunction const& multiply_and_shift) +{ + using Extractor = FloatExtractor<FloatingPoint>; + + Extractor bit_representation { .d = value }; + + bool sign = bit_representation.sign; + i32 exponent = bit_representation.exponent; + u64 mantissa = bit_representation.mantissa; + + // For +0, it is {.sign = 0, fraction = 0, exponent = 0}, + // for -0, is {.sign = 1, fraction = 0, exponent = 0}, + if (exponent == 0 && mantissa == 0) + return { sign, 0, 0 }; + + // for +inf, -inf, and NaN is undefined. + VERIFY(exponent != Extractor::exponent_max); + + // Step 1. Decode the floating point number, and unify normalized and subnormal cases. + u64 real_mantissa = (exponent == 0 ? 0 : (1ull << Extractor::mantissa_bits)) + mantissa; + i32 real_exponent = (exponent == 0 ? 1 : exponent) - Extractor::exponent_bias - Extractor::mantissa_bits; + // abs(value) = real_mantissa * 2 ^ real_exponent + + // Step 2. Determine the interval of information-preserving outputs. + // u, v, w are, respectively, lower bound for answer, exact value and upper bound for answer. + i32 synthetic_exponent = real_exponent - 2; + u64 u = 4 * real_mantissa - (mantissa == 0 && exponent > 1 ? 1 : 2); + u64 v = 4 * real_mantissa; + u64 w = 4 * real_mantissa + 2; + // u * 2 ^ synthetic_exponent < abs(answer) < w * 2 ^ synthetic_exponent (1) + // abs(value) = v * 2 ^ synthetic_exponent (yet another representation) + + // Step 3'. Convert to a decimal power base and simultaneously remove most digits. + // We want to skip `skipped_iters' iterations of the main conversion loop and find out if + // last `skipped_iters' digits of u, v and w would have been zeroes. + i32 skipped_iters; + bool all_u_zero, all_v_zero, all_w_zero; + + if (synthetic_exponent < 0) { + skipped_iters = max(0, -synthetic_exponent * log10_5_num / log10_5_denum - 1); + + all_u_zero = count_trailing_zeroes(u) >= skipped_iters; + all_v_zero = count_trailing_zeroes(v) >= skipped_iters; + all_w_zero = count_trailing_zeroes(w) >= skipped_iters; + + auto multiplier = lookup_table<FloatingPoint>.lt[-synthetic_exponent - skipped_iters]; + i32 k_numerator = (log2_5_num + 1) * (-synthetic_exponent - skipped_iters); + i32 k = max(0, (k_numerator + log2_5_denum - 1) / log2_5_denum + lookup_table<FloatingPoint>.b0); + u = multiply_and_shift(u, multiplier, skipped_iters - k); + v = multiply_and_shift(v, multiplier, skipped_iters - k); + w = multiply_and_shift(w, multiplier, skipped_iters - k); + } else { + skipped_iters = max(0, synthetic_exponent * log10_2_num / log10_2_denum - 1); + + // Checks if value is divisible by 5 ^ power. + auto is_divisible_by_pow_5 = [](u64 value, i32 power) { + constexpr Array<u64, 5> powers_of_five = { { 5, 25, 625, 390625, 152587890625 } }; + + if (power <= 0 || value == 0) + return true; + if (power >= 28) // 2 ^ 64 - 1 < 5 ^ 28 + return false; + + i32 result = 0; + for (i32 i = 5; i--;) { + if (value % powers_of_five[i] == 0) { + value /= powers_of_five[i]; + result += 1 << i; + } + } + return result >= power; + }; + + all_u_zero = is_divisible_by_pow_5(u, skipped_iters); + all_v_zero = is_divisible_by_pow_5(v, skipped_iters); + all_w_zero = is_divisible_by_pow_5(w, skipped_iters); + + auto multiplier = lookup_table<FloatingPoint>.ge[skipped_iters]; + i32 k = log2_5_num * skipped_iters / log2_5_denum + lookup_table<FloatingPoint>.b1; + u = multiply_and_shift(u, multiplier, skipped_iters + k - synthetic_exponent); + v = multiply_and_shift(v, multiplier, skipped_iters + k - synthetic_exponent); + w = multiply_and_shift(w, multiplier, skipped_iters + k - synthetic_exponent); + } + + // Step 4'. Find the shortest, correctly-rounded decimal representation in the interval. + bool is_even = ~mantissa & 1; + bool accept_smaller = is_even && all_u_zero; + bool accept_larger = is_even || !all_w_zero; + + if (!accept_larger) + --w; + + bool all_a_zero = accept_smaller; + bool all_b_zero = all_v_zero; + int last_digit = 0; + + int exponent10 = skipped_iters - max(-synthetic_exponent, 0); + + while (u / 10 < w / 10) { + all_a_zero &= u % 10 == 0; + all_b_zero &= last_digit == 0; + last_digit = v % 10; + + u /= 10; + v /= 10; + w /= 10; + ++exponent10; + } + if (all_a_zero) { + while (u % 10 == 0) { + all_b_zero &= last_digit == 0; + last_digit = v % 10; + + u /= 10; + v /= 10; + w /= 10; + ++exponent10; + } + } + + bool is_tie = all_b_zero && last_digit == 5; + bool want_round_down = last_digit < 5 || (is_tie && v % 2 == 0); + bool round_down = (want_round_down && (u != v || all_a_zero)) || (v + 1 > w); + return { sign, round_down ? v : v + 1, exponent10 }; +} + +static u128 multiply(u64 a, u64 b) +{ +#ifdef __SIZEOF_INT128__ + unsigned __int128 result = (unsigned __int128)a * b; + u64 low = result; + u64 high = result >> 64; + return u128 { low, high }; +#else + return u128 { a }.wide_multiply(u128 { b }).low; +#endif +} + +template<> +FloatingPointExponentialForm convert_floating_point_to_decimal_exponential_form<float>(float value) +{ + auto multiply_and_shift = [](u64 operand, u64 multiplier, i32 shift) { +#ifdef __SIZEOF_INT128__ + auto result = (unsigned __int128)operand * multiplier; +#else + auto result = multiply(operand, multiplier); +#endif + if (shift < 0) + return static_cast<u64>(result << static_cast<u32>(-shift)); + else + return static_cast<u64>(result >> static_cast<u32>(shift)); + }; + + return inner_convert_floating_point_to_decimal_exponential_form(value, multiply_and_shift); +} + +template<> +FloatingPointExponentialForm convert_floating_point_to_decimal_exponential_form<double>(double value) +{ + auto multiply_and_shift = [](u64 operand, u64 const multiplier[2], i32 shift) { + u128 a = multiply(operand, multiplier[0]); + u128 b = multiply(operand, multiplier[1]) + a.high(); + u64 c = a.low(); + + if (0 <= shift && shift < 64) { + return (c >> shift) | (b << static_cast<u32>(64 - shift)).low(); + } else if (shift < 0) { + return c << static_cast<u32>(-shift); + } else { + VERIFY(64 <= shift && shift <= 128); + return (b >> static_cast<u32>(shift - 64)).low(); + } + }; + + return inner_convert_floating_point_to_decimal_exponential_form(value, multiply_and_shift); +} + +// Step 0. Precompute lookup tables for the given floating point type. +// Lookup tables was generated using the following Python script. +/* +from math import * +from more_itertools import chunked + + +def ifloor(x, y): + assert y > 0 + if x < 0: + return (x - y + 1) // y + else: + return x // y + + +def iceil(x, y): + assert y > 0 + if x < 0: + return x // y + else: + return (x + y - 1) // y + + +# Finds X = min(a * x % b) and Y = max(a * x % b) where 1 <= x <= N and returns (X, Y) +# Algorithm is from https://github.com/jk-jeon/Grisu-Exact/blob/master/other_files/Grisu-Exact.pdf , p. 22 +def minmax_euclid(a, b, N): + a_i, b_i = a, b + s_i, u_i = 1, 0 + + while True: + q_i = iceil(b_i, a_i) - 1 + b_i1 = b_i - q_i * a_i + u_i1 = u_i + q_i * s_i + + if N < u_i1: + k = ifloor(N - u_i, s_i) + return (a_i, b - b_i + k * a_i) + + p_i = iceil(a_i, b_i1) - 1 + a_i1 = a_i - p_i * b_i1 + s_i1 = s_i + p_i * u_i1 + + if N < s_i1: + k = ifloor(N - s_i, u_i1) + return (a_i - k * b_i1, b - b_i1) + + if b_i1 == b_i and a_i1 == a_i: + if N < s_i1 + u_i1: + return (a_i1, b - b_i1) + else: + return (0, b - b_i1) + + b_i, u_i, a_i, s_i = b_i1, u_i1, a_i1, s_i1 + + +assert minmax_euclid(3, 8, 5) == (1, 7) + + +def calculate_lookup_tables(mantissa_bits, exponent_bits, nibbles_per_wide_digit, wide_digits_count, digit_suffix): + def split_by_wide_digits_and_print(value): + length = wide_digits_count * nibbles_per_wide_digit + number = reversed(list(chunked(f"{value:0{length}x}", nibbles_per_wide_digit))) + number = ", ".join(map(lambda x: "0x" + "".join(x) + digit_suffix, number)) + print(f"{{ {number} }},") + + mantissa_bias = 1 << mantissa_bits + mantissa_max = (1 << mantissa_bits) - 1 + exponent_bias = (1 << (exponent_bits - 1)) - 1 + exponent_max = (1 << exponent_bits) - 1 + + real_exponent_min = 1 - exponent_bias - mantissa_bits + real_exponent_max = exponent_max - exponent_bias - mantissa_bits + # real_exponent_min <= ef < real_exponent_max + + synthetic_exponent_min = real_exponent_min - 2 + synthetic_exponent_max = real_exponent_max - 2 + # synthetic_exponent_min <= e2 < synthetic_exponent_max + + max_synthetic_mantissa = 4 * (mantissa_bias + mantissa_max) + 2 + + # The following are some random approximations. Absolutely nothing special with these exact numbers. + LOG10_5_NUM = 10043 + LOG10_5_DENUM = 14369 + assert LOG10_5_NUM / LOG10_5_DENUM < log(5, 10) + + LOG10_2_NUM = 1406 + LOG10_2_DENUM = 4671 + assert LOG10_2_NUM / LOG10_2_DENUM < log(2, 10) + + LOG2_5_NUM = 8245 + LOG2_5_DENUM = 3551 + assert LOG2_5_NUM / LOG2_5_DENUM < log(5, 2) + assert (LOG2_5_NUM + 1) / LOG2_5_DENUM > log(5, 2) + + # We want to find maximal b0, such that ceil(log(5, 2) * (-e2 - q)) + b0 <= k. One might plot (-e2 - q, k) from the + # iterations of the following loop and k = (-e2 - q) * log(5, 2) to understand the motivation behind this. + b0 = 0 + q0max = 0 + + for e2 in range(synthetic_exponent_min, 0): + # q = max(0, floor(-e2 * log(5, 10)) - 1) + q = max(0, ifloor(-e2 * LOG10_5_NUM, LOG10_5_DENUM) - 1) + + q0max = max(q0max, -e2 - q) + a = 5 ** (-e2 - q) + b = 2 ** q + + [min_modular_product, _] = minmax_euclid(a, b, max_synthetic_mantissa) + + # Directly via lemma 3.4 we obtain + # k = floor(log2(min_modular_product / max_synthetic_mantissa)) + # But computing this directly might result in OverflowError, so we approximate the value + k = (min_modular_product.bit_length() - 1) - max_synthetic_mantissa.bit_length() + + # "It is never wrong just to use 0" + # -- Some Guy + k = max(k, 0) + + # coefficient = 5 ** (-e2 - q) // 2 ** k + + # ceil(log(5, 2) * (-e2 - q)) + b0 <= k + # b0 <= k - ceil(log(5, 2) * (-e2 - q)) + b0 = min(b0, k - iceil((-e2 - q) * (LOG2_5_NUM + 1), LOG2_5_DENUM)) + + print('b0 =', b0) + print('q0max =', q0max) + for q in range(0, q0max + 1): + k = max(0, iceil((LOG2_5_NUM + 1) * q, LOG2_5_DENUM) + b0) + coefficient = 5 ** q // 2 ** k + split_by_wide_digits_and_print(coefficient) + + + # Finding minimal b1, such that floor(log(5, 2) * q) + b1 >= k. + b1 = 0 + q1max = 0 + + for e2 in range(0, synthetic_exponent_max): + # q = max(0, floor(e2 * log(2, 10)) - 1) + q = max(0, ifloor(e2 * LOG10_2_NUM, LOG10_2_DENUM) - 1) + + q1max = max(q1max, q) + a = 2 ** (e2 - q) + b = 5 ** q + + [_, max_modular_product] = minmax_euclid(a, b, max_synthetic_mantissa) + + # Via lemma 3.3: + # k = ceil(log2(max_synthetic_mantissa * a * b / (b - max_modular_product))) + numerator = max_synthetic_mantissa * a * b + denumerator = b - max_modular_product + k = numerator.bit_length() - denumerator.bit_length() + 1 + + # coefficient = 2 ** k // 5 ** q + 1 + + # b1 = max(b1, k - floor(log(5, 2) * q)) + b1 = max(b1, k - ifloor(q * LOG2_5_NUM, LOG2_5_DENUM)) + + print('b1 =', b1) + print('q1max =', q1max) + for q in range(0, q1max + 1): + k = ifloor(LOG2_5_NUM * q, LOG2_5_DENUM) + b1 + coefficient = 2 ** k // 5 ** q + 1 + split_by_wide_digits_and_print(coefficient) + + +# float: +print("float:") +calculate_lookup_tables( + 23, 8, + 16, 1, "ULL" +) + +# double: +print("double:") +calculate_lookup_tables( + 52, 11, + 16, 2, "ULL" +) + +# long double: +# print("long double:") +# calculate_lookup_tables( +# 64, 15, +# 8, 5, "U" +# ) +*/ +template<> +constexpr LookupInformation<u64, 48, 30> lookup_table<float> { + .b0 = -64, + .b1 = 62, + .lt = { + 0x0000000000000001ULL, + 0x0000000000000005ULL, + 0x0000000000000019ULL, + 0x000000000000007dULL, + 0x0000000000000271ULL, + 0x0000000000000c35ULL, + 0x0000000000003d09ULL, + 0x000000000001312dULL, + 0x000000000005f5e1ULL, + 0x00000000001dcd65ULL, + 0x00000000009502f9ULL, + 0x0000000002e90eddULL, + 0x000000000e8d4a51ULL, + 0x0000000048c27395ULL, + 0x000000016bcc41e9ULL, + 0x000000071afd498dULL, + 0x0000002386f26fc1ULL, + 0x000000b1a2bc2ec5ULL, + 0x000003782dace9d9ULL, + 0x00001158e460913dULL, + 0x000056bc75e2d631ULL, + 0x0001b1ae4d6e2ef5ULL, + 0x000878678326eac9ULL, + 0x002a5a058fc295edULL, + 0x00d3c21bcecceda1ULL, + 0x0422ca8b0a00a425ULL, + 0x14adf4b7320334b9ULL, + 0x6765c793fa10079dULL, + 0x813f3978f8940984ULL, + 0xa18f07d736b90be5ULL, + 0xc9f2c9cd04674edeULL, + 0xfc6f7c4045812296ULL, + 0x9dc5ada82b70b59dULL, + 0xc5371912364ce305ULL, + 0xf684df56c3e01bc6ULL, + 0x9a130b963a6c115cULL, + 0xc097ce7bc90715b3ULL, + 0xf0bdc21abb48db20ULL, + 0x96769950b50d88f4ULL, + 0xbc143fa4e250eb31ULL, + 0xeb194f8e1ae525fdULL, + 0x92efd1b8d0cf37beULL, + 0xb7abc627050305adULL, + 0xe596b7b0c643c719ULL, + 0x8f7e32ce7bea5c6fULL, + 0xb35dbf821ae4f38bULL, + 0xe0352f62a19e306eULL, + 0x8c213d9da502de45ULL, + }, + .ge = { + 0x4000000000000001ULL, + 0x3333333333333334ULL, + 0x28f5c28f5c28f5c3ULL, + 0x20c49ba5e353f7cfULL, + 0x346dc5d63886594bULL, + 0x29f16b11c6d1e109ULL, + 0x218def416bdb1a6eULL, + 0x35afe535795e90b0ULL, + 0x2af31dc4611873c0ULL, + 0x225c17d04dad2966ULL, + 0x36f9bfb3af7b7570ULL, + 0x2bfaffc2f2c92ac0ULL, + 0x232f33025bd42233ULL, + 0x384b84d092ed0385ULL, + 0x2d09370d42573604ULL, + 0x24075f3dceac2b37ULL, + 0x39a5652fb1137857ULL, + 0x2e1dea8c8da92d13ULL, + 0x24e4bba3a4875742ULL, + 0x3b07929f6da5586aULL, + 0x2f394219248446bbULL, + 0x25c768141d369efcULL, + 0x3c7240202ebdcb2dULL, + 0x305b66802564a28aULL, + 0x26af8533511d4ed5ULL, + 0x3de5a1ebb4fbb155ULL, + 0x318481895d962777ULL, + 0x279d346de4781f93ULL, + 0x3f61ed7ca0c03284ULL, + 0x32b4bdfd4d668ed0ULL, + }, +}; + +template<> +constexpr LookupInformation<u64[2], 326, 291> lookup_table<double> { + .b0 = -125, + .b1 = 125, + .lt = { + { 0x0000000000000001ULL, 0x0000000000000000ULL }, + { 0x0000000000000005ULL, 0x0000000000000000ULL }, + { 0x0000000000000019ULL, 0x0000000000000000ULL }, + { 0x000000000000007dULL, 0x0000000000000000ULL }, + { 0x0000000000000271ULL, 0x0000000000000000ULL }, + { 0x0000000000000c35ULL, 0x0000000000000000ULL }, + { 0x0000000000003d09ULL, 0x0000000000000000ULL }, + { 0x000000000001312dULL, 0x0000000000000000ULL }, + { 0x000000000005f5e1ULL, 0x0000000000000000ULL }, + { 0x00000000001dcd65ULL, 0x0000000000000000ULL }, + { 0x00000000009502f9ULL, 0x0000000000000000ULL }, + { 0x0000000002e90eddULL, 0x0000000000000000ULL }, + { 0x000000000e8d4a51ULL, 0x0000000000000000ULL }, + { 0x0000000048c27395ULL, 0x0000000000000000ULL }, + { 0x000000016bcc41e9ULL, 0x0000000000000000ULL }, + { 0x000000071afd498dULL, 0x0000000000000000ULL }, + { 0x0000002386f26fc1ULL, 0x0000000000000000ULL }, + { 0x000000b1a2bc2ec5ULL, 0x0000000000000000ULL }, + { 0x000003782dace9d9ULL, 0x0000000000000000ULL }, + { 0x00001158e460913dULL, 0x0000000000000000ULL }, + { 0x000056bc75e2d631ULL, 0x0000000000000000ULL }, + { 0x0001b1ae4d6e2ef5ULL, 0x0000000000000000ULL }, + { 0x000878678326eac9ULL, 0x0000000000000000ULL }, + { 0x002a5a058fc295edULL, 0x0000000000000000ULL }, + { 0x00d3c21bcecceda1ULL, 0x0000000000000000ULL }, + { 0x0422ca8b0a00a425ULL, 0x0000000000000000ULL }, + { 0x14adf4b7320334b9ULL, 0x0000000000000000ULL }, + { 0x6765c793fa10079dULL, 0x0000000000000000ULL }, + { 0x04fce5e3e2502611ULL, 0x0000000000000002ULL }, + { 0x18f07d736b90be55ULL, 0x000000000000000aULL }, + { 0x7cb2734119d3b7a9ULL, 0x0000000000000032ULL }, + { 0x6f7c40458122964dULL, 0x00000000000000fcULL }, + { 0x2d6d415b85acef81ULL, 0x00000000000004eeULL }, + { 0xe32246c99c60ad85ULL, 0x00000000000018a6ULL }, + { 0x6fab61f00de36399ULL, 0x0000000000007b42ULL }, + { 0x2e58e9b04570f1fdULL, 0x000000000002684cULL }, + { 0xe7bc90715b34b9f1ULL, 0x00000000000c097cULL }, + { 0x86aed236c807a1b5ULL, 0x00000000003c2f70ULL }, + { 0xa16a1b11e8262889ULL, 0x00000000012ced32ULL }, + { 0x2712875988becaadULL, 0x0000000005e0a1fdULL }, + { 0xc35ca4bfabb9f561ULL, 0x000000001d6329f1ULL }, + { 0xd0cf37be5aa1cae5ULL, 0x0000000092efd1b8ULL }, + { 0x140c16b7c528f679ULL, 0x00000002deaf189cULL }, + { 0x643c7196d9ccd05dULL, 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