diff options
Diffstat (limited to 'libc/src/math/generic/exp.cpp')
| -rw-r--r-- | libc/src/math/generic/exp.cpp | 429 |
1 files changed, 2 insertions, 427 deletions
diff --git a/libc/src/math/generic/exp.cpp b/libc/src/math/generic/exp.cpp index 143800ca078a..dc4d2ca480cb 100644 --- a/libc/src/math/generic/exp.cpp +++ b/libc/src/math/generic/exp.cpp @@ -7,434 +7,9 @@ //===----------------------------------------------------------------------===// #include "src/math/exp.h" -#include "common_constants.h" // Lookup tables EXP_M1 and EXP_M2. -#include "explogxf.h" // ziv_test_denorm. -#include "src/__support/CPP/bit.h" -#include "src/__support/CPP/optional.h" -#include "src/__support/FPUtil/FEnvImpl.h" -#include "src/__support/FPUtil/FPBits.h" -#include "src/__support/FPUtil/PolyEval.h" -#include "src/__support/FPUtil/double_double.h" -#include "src/__support/FPUtil/dyadic_float.h" -#include "src/__support/FPUtil/multiply_add.h" -#include "src/__support/FPUtil/nearest_integer.h" -#include "src/__support/FPUtil/rounding_mode.h" -#include "src/__support/FPUtil/triple_double.h" -#include "src/__support/common.h" -#include "src/__support/integer_literals.h" -#include "src/__support/macros/config.h" -#include "src/__support/macros/optimization.h" // LIBC_UNLIKELY - +#include "src/__support/math/exp.h" namespace LIBC_NAMESPACE_DECL { -using fputil::DoubleDouble; -using fputil::TripleDouble; -using Float128 = typename fputil::DyadicFloat<128>; - -using LIBC_NAMESPACE::operator""_u128; - -// log2(e) -constexpr double LOG2_E = 0x1.71547652b82fep+0; - -// Error bounds: -// Errors when using double precision. -constexpr double ERR_D = 0x1.8p-63; - -#ifndef LIBC_MATH_HAS_SKIP_ACCURATE_PASS -// Errors when using double-double precision. -constexpr double ERR_DD = 0x1.0p-99; -#endif // LIBC_MATH_HAS_SKIP_ACCURATE_PASS - -// -2^-12 * log(2) -// > a = -2^-12 * log(2); -// > b = round(a, 30, RN); -// > c = round(a - b, 30, RN); -// > d = round(a - b - c, D, RN); -// Errors < 1.5 * 2^-133 -constexpr double MLOG_2_EXP2_M12_HI = -0x1.62e42ffp-13; -constexpr double MLOG_2_EXP2_M12_MID = 0x1.718432a1b0e26p-47; - -#ifndef LIBC_MATH_HAS_SKIP_ACCURATE_PASS -constexpr double MLOG_2_EXP2_M12_MID_30 = 0x1.718432ap-47; -constexpr double MLOG_2_EXP2_M12_LO = 0x1.b0e2633fe0685p-79; -#endif // LIBC_MATH_HAS_SKIP_ACCURATE_PASS - -namespace { - -// Polynomial approximations with double precision: -// Return expm1(dx) / x ~ 1 + dx / 2 + dx^2 / 6 + dx^3 / 24. -// For |dx| < 2^-13 + 2^-30: -// | output - expm1(dx) / dx | < 2^-51. -LIBC_INLINE double poly_approx_d(double dx) { - // dx^2 - double dx2 = dx * dx; - // c0 = 1 + dx / 2 - double c0 = fputil::multiply_add(dx, 0.5, 1.0); - // c1 = 1/6 + dx / 24 - double c1 = - fputil::multiply_add(dx, 0x1.5555555555555p-5, 0x1.5555555555555p-3); - // p = dx^2 * c1 + c0 = 1 + dx / 2 + dx^2 / 6 + dx^3 / 24 - double p = fputil::multiply_add(dx2, c1, c0); - return p; -} - -#ifndef LIBC_MATH_HAS_SKIP_ACCURATE_PASS -// Polynomial approximation with double-double precision: -// Return exp(dx) ~ 1 + dx + dx^2 / 2 + ... + dx^6 / 720 -// For |dx| < 2^-13 + 2^-30: -// | output - exp(dx) | < 2^-101 -DoubleDouble poly_approx_dd(const DoubleDouble &dx) { - // Taylor polynomial. - constexpr DoubleDouble COEFFS[] = { - {0, 0x1p0}, // 1 - {0, 0x1p0}, // 1 - {0, 0x1p-1}, // 1/2 - {0x1.5555555555555p-57, 0x1.5555555555555p-3}, // 1/6 - {0x1.5555555555555p-59, 0x1.5555555555555p-5}, // 1/24 - {0x1.1111111111111p-63, 0x1.1111111111111p-7}, // 1/120 - {-0x1.f49f49f49f49fp-65, 0x1.6c16c16c16c17p-10}, // 1/720 - }; - - DoubleDouble p = fputil::polyeval(dx, COEFFS[0], COEFFS[1], COEFFS[2], - COEFFS[3], COEFFS[4], COEFFS[5], COEFFS[6]); - return p; -} - -// Polynomial approximation with 128-bit precision: -// Return exp(dx) ~ 1 + dx + dx^2 / 2 + ... + dx^7 / 5040 -// For |dx| < 2^-13 + 2^-30: -// | output - exp(dx) | < 2^-126. -Float128 poly_approx_f128(const Float128 &dx) { - constexpr Float128 COEFFS_128[]{ - {Sign::POS, -127, 0x80000000'00000000'00000000'00000000_u128}, // 1.0 - {Sign::POS, -127, 0x80000000'00000000'00000000'00000000_u128}, // 1.0 - {Sign::POS, -128, 0x80000000'00000000'00000000'00000000_u128}, // 0.5 - {Sign::POS, -130, 0xaaaaaaaa'aaaaaaaa'aaaaaaaa'aaaaaaab_u128}, // 1/6 - {Sign::POS, -132, 0xaaaaaaaa'aaaaaaaa'aaaaaaaa'aaaaaaab_u128}, // 1/24 - {Sign::POS, -134, 0x88888888'88888888'88888888'88888889_u128}, // 1/120 - {Sign::POS, -137, 0xb60b60b6'0b60b60b'60b60b60'b60b60b6_u128}, // 1/720 - {Sign::POS, -140, 0xd00d00d0'0d00d00d'00d00d00'd00d00d0_u128}, // 1/5040 - }; - - Float128 p = fputil::polyeval(dx, COEFFS_128[0], COEFFS_128[1], COEFFS_128[2], - COEFFS_128[3], COEFFS_128[4], COEFFS_128[5], - COEFFS_128[6], COEFFS_128[7]); - return p; -} - -// Compute exp(x) using 128-bit precision. -// TODO(lntue): investigate triple-double precision implementation for this -// step. -Float128 exp_f128(double x, double kd, int idx1, int idx2) { - // Recalculate dx: - - double t1 = fputil::multiply_add(kd, MLOG_2_EXP2_M12_HI, x); // exact - double t2 = kd * MLOG_2_EXP2_M12_MID_30; // exact - double t3 = kd * MLOG_2_EXP2_M12_LO; // Error < 2^-133 - - Float128 dx = fputil::quick_add( - Float128(t1), fputil::quick_add(Float128(t2), Float128(t3))); - - // TODO: Skip recalculating exp_mid1 and exp_mid2. - Float128 exp_mid1 = - fputil::quick_add(Float128(EXP2_MID1[idx1].hi), - fputil::quick_add(Float128(EXP2_MID1[idx1].mid), - Float128(EXP2_MID1[idx1].lo))); - - Float128 exp_mid2 = - fputil::quick_add(Float128(EXP2_MID2[idx2].hi), - fputil::quick_add(Float128(EXP2_MID2[idx2].mid), - Float128(EXP2_MID2[idx2].lo))); - - Float128 exp_mid = fputil::quick_mul(exp_mid1, exp_mid2); - - Float128 p = poly_approx_f128(dx); - - Float128 r = fputil::quick_mul(exp_mid, p); - - r.exponent += static_cast<int>(kd) >> 12; - - return r; -} - -// Compute exp(x) with double-double precision. -DoubleDouble exp_double_double(double x, double kd, - const DoubleDouble &exp_mid) { - // Recalculate dx: - // dx = x - k * 2^-12 * log(2) - double t1 = fputil::multiply_add(kd, MLOG_2_EXP2_M12_HI, x); // exact - double t2 = kd * MLOG_2_EXP2_M12_MID_30; // exact - double t3 = kd * MLOG_2_EXP2_M12_LO; // Error < 2^-130 - - DoubleDouble dx = fputil::exact_add(t1, t2); - dx.lo += t3; - - // Degree-6 Taylor polynomial approximation in double-double precision. - // | p - exp(x) | < 2^-100. - DoubleDouble p = poly_approx_dd(dx); - - // Error bounds: 2^-99. - DoubleDouble r = fputil::quick_mult(exp_mid, p); - - return r; -} -#endif // LIBC_MATH_HAS_SKIP_ACCURATE_PASS - -// Check for exceptional cases when -// |x| <= 2^-53 or x < log(2^-1075) or x >= 0x1.6232bdd7abcd3p+9 -double set_exceptional(double x) { - using FPBits = typename fputil::FPBits<double>; - FPBits xbits(x); - - uint64_t x_u = xbits.uintval(); - uint64_t x_abs = xbits.abs().uintval(); - - // |x| <= 2^-53 - if (x_abs <= 0x3ca0'0000'0000'0000ULL) { - // exp(x) ~ 1 + x - return 1 + x; - } - - // x <= log(2^-1075) || x >= 0x1.6232bdd7abcd3p+9 or inf/nan. - - // x <= log(2^-1075) or -inf/nan - if (x_u >= 0xc087'4910'd52d'3052ULL) { - // exp(-Inf) = 0 - if (xbits.is_inf()) - return 0.0; - - // exp(nan) = nan - if (xbits.is_nan()) - return x; - - if (fputil::quick_get_round() == FE_UPWARD) - return FPBits::min_subnormal().get_val(); - fputil::set_errno_if_required(ERANGE); - fputil::raise_except_if_required(FE_UNDERFLOW); - return 0.0; - } - - // x >= round(log(MAX_NORMAL), D, RU) = 0x1.62e42fefa39fp+9 or +inf/nan - // x is finite - if (x_u < 0x7ff0'0000'0000'0000ULL) { - int rounding = fputil::quick_get_round(); - if (rounding == FE_DOWNWARD || rounding == FE_TOWARDZERO) - return FPBits::max_normal().get_val(); - - fputil::set_errno_if_required(ERANGE); - fputil::raise_except_if_required(FE_OVERFLOW); - } - // x is +inf or nan - return x + FPBits::inf().get_val(); -} - -} // namespace - -LLVM_LIBC_FUNCTION(double, exp, (double x)) { - using FPBits = typename fputil::FPBits<double>; - FPBits xbits(x); - - uint64_t x_u = xbits.uintval(); - - // Upper bound: max normal number = 2^1023 * (2 - 2^-52) - // > round(log (2^1023 ( 2 - 2^-52 )), D, RU) = 0x1.62e42fefa39fp+9 - // > round(log (2^1023 ( 2 - 2^-52 )), D, RD) = 0x1.62e42fefa39efp+9 - // > round(log (2^1023 ( 2 - 2^-52 )), D, RN) = 0x1.62e42fefa39efp+9 - // > round(exp(0x1.62e42fefa39fp+9), D, RN) = infty - - // Lower bound: min denormal number / 2 = 2^-1075 - // > round(log(2^-1075), D, RN) = -0x1.74910d52d3052p9 - - // Another lower bound: min normal number = 2^-1022 - // > round(log(2^-1022), D, RN) = -0x1.6232bdd7abcd2p9 - - // x < log(2^-1075) or x >= 0x1.6232bdd7abcd3p+9 or |x| < 2^-53. - if (LIBC_UNLIKELY(x_u >= 0xc0874910d52d3052 || - (x_u < 0xbca0000000000000 && x_u >= 0x40862e42fefa39f0) || - x_u < 0x3ca0000000000000)) { - return set_exceptional(x); - } - - // Now log(2^-1075) <= x <= -2^-53 or 2^-53 <= x < log(2^1023 * (2 - 2^-52)) - - // Range reduction: - // Let x = log(2) * (hi + mid1 + mid2) + lo - // in which: - // hi is an integer - // mid1 * 2^6 is an integer - // mid2 * 2^12 is an integer - // then: - // exp(x) = 2^hi * 2^(mid1) * 2^(mid2) * exp(lo). - // With this formula: - // - multiplying by 2^hi is exact and cheap, simply by adding the exponent - // field. - // - 2^(mid1) and 2^(mid2) are stored in 2 x 64-element tables. - // - exp(lo) ~ 1 + lo + a0 * lo^2 + ... - // - // They can be defined by: - // hi + mid1 + mid2 = 2^(-12) * round(2^12 * log_2(e) * x) - // If we store L2E = round(log2(e), D, RN), then: - // log2(e) - L2E ~ 1.5 * 2^(-56) - // So the errors when computing in double precision is: - // | x * 2^12 * log_2(e) - D(x * 2^12 * L2E) | <= - // <= | x * 2^12 * log_2(e) - x * 2^12 * L2E | + - // + | x * 2^12 * L2E - D(x * 2^12 * L2E) | - // <= 2^12 * ( |x| * 1.5 * 2^-56 + eps(x)) for RN - // 2^12 * ( |x| * 1.5 * 2^-56 + 2*eps(x)) for other rounding modes. - // So if: - // hi + mid1 + mid2 = 2^(-12) * round(x * 2^12 * L2E) is computed entirely - // in double precision, the reduced argument: - // lo = x - log(2) * (hi + mid1 + mid2) is bounded by: - // |lo| <= 2^-13 + (|x| * 1.5 * 2^-56 + 2*eps(x)) - // < 2^-13 + (1.5 * 2^9 * 1.5 * 2^-56 + 2*2^(9 - 52)) - // < 2^-13 + 2^-41 - // - - // The following trick computes the round(x * L2E) more efficiently - // than using the rounding instructions, with the tradeoff for less accuracy, - // and hence a slightly larger range for the reduced argument `lo`. - // - // To be precise, since |x| < |log(2^-1075)| < 1.5 * 2^9, - // |x * 2^12 * L2E| < 1.5 * 2^9 * 1.5 < 2^23, - // So we can fit the rounded result round(x * 2^12 * L2E) in int32_t. - // Thus, the goal is to be able to use an additional addition and fixed width - // shift to get an int32_t representing round(x * 2^12 * L2E). - // - // Assuming int32_t using 2-complement representation, since the mantissa part - // of a double precision is unsigned with the leading bit hidden, if we add an - // extra constant C = 2^e1 + 2^e2 with e1 > e2 >= 2^25 to the product, the - // part that are < 2^e2 in resulted mantissa of (x*2^12*L2E + C) can be - // considered as a proper 2-complement representations of x*2^12*L2E. - // - // One small problem with this approach is that the sum (x*2^12*L2E + C) in - // double precision is rounded to the least significant bit of the dorminant - // factor C. In order to minimize the rounding errors from this addition, we - // want to minimize e1. Another constraint that we want is that after - // shifting the mantissa so that the least significant bit of int32_t - // corresponds to the unit bit of (x*2^12*L2E), the sign is correct without - // any adjustment. So combining these 2 requirements, we can choose - // C = 2^33 + 2^32, so that the sign bit corresponds to 2^31 bit, and hence - // after right shifting the mantissa, the resulting int32_t has correct sign. - // With this choice of C, the number of mantissa bits we need to shift to the - // right is: 52 - 33 = 19. - // - // Moreover, since the integer right shifts are equivalent to rounding down, - // we can add an extra 0.5 so that it will become round-to-nearest, tie-to- - // +infinity. So in particular, we can compute: - // hmm = x * 2^12 * L2E + C, - // where C = 2^33 + 2^32 + 2^-1, then if - // k = int32_t(lower 51 bits of double(x * 2^12 * L2E + C) >> 19), - // the reduced argument: - // lo = x - log(2) * 2^-12 * k is bounded by: - // |lo| <= 2^-13 + 2^-41 + 2^-12*2^-19 - // = 2^-13 + 2^-31 + 2^-41. - // - // Finally, notice that k only uses the mantissa of x * 2^12 * L2E, so the - // exponent 2^12 is not needed. So we can simply define - // C = 2^(33 - 12) + 2^(32 - 12) + 2^(-13 - 12), and - // k = int32_t(lower 51 bits of double(x * L2E + C) >> 19). - - // Rounding errors <= 2^-31 + 2^-41. - double tmp = fputil::multiply_add(x, LOG2_E, 0x1.8000'0000'4p21); - int k = static_cast<int>(cpp::bit_cast<uint64_t>(tmp) >> 19); - double kd = static_cast<double>(k); - - uint32_t idx1 = (k >> 6) & 0x3f; - uint32_t idx2 = k & 0x3f; - int hi = k >> 12; - - bool denorm = (hi <= -1022); - - DoubleDouble exp_mid1{EXP2_MID1[idx1].mid, EXP2_MID1[idx1].hi}; - DoubleDouble exp_mid2{EXP2_MID2[idx2].mid, EXP2_MID2[idx2].hi}; - - DoubleDouble exp_mid = fputil::quick_mult(exp_mid1, exp_mid2); - - // |x - (hi + mid1 + mid2) * log(2) - dx| < 2^11 * eps(M_LOG_2_EXP2_M12.lo) - // = 2^11 * 2^-13 * 2^-52 - // = 2^-54. - // |dx| < 2^-13 + 2^-30. - double lo_h = fputil::multiply_add(kd, MLOG_2_EXP2_M12_HI, x); // exact - double dx = fputil::multiply_add(kd, MLOG_2_EXP2_M12_MID, lo_h); - - // We use the degree-4 Taylor polynomial to approximate exp(lo): - // exp(lo) ~ 1 + lo + lo^2 / 2 + lo^3 / 6 + lo^4 / 24 = 1 + lo * P(lo) - // So that the errors are bounded by: - // |P(lo) - expm1(lo)/lo| < |lo|^4 / 64 < 2^(-13 * 4) / 64 = 2^-58 - // Let P_ be an evaluation of P where all intermediate computations are in - // double precision. Using either Horner's or Estrin's schemes, the evaluated - // errors can be bounded by: - // |P_(dx) - P(dx)| < 2^-51 - // => |dx * P_(dx) - expm1(lo) | < 1.5 * 2^-64 - // => 2^(mid1 + mid2) * |dx * P_(dx) - expm1(lo)| < 1.5 * 2^-63. - // Since we approximate - // 2^(mid1 + mid2) ~ exp_mid.hi + exp_mid.lo, - // We use the expression: - // (exp_mid.hi + exp_mid.lo) * (1 + dx * P_(dx)) ~ - // ~ exp_mid.hi + (exp_mid.hi * dx * P_(dx) + exp_mid.lo) - // with errors bounded by 1.5 * 2^-63. - - double mid_lo = dx * exp_mid.hi; - - // Approximate expm1(dx)/dx ~ 1 + dx / 2 + dx^2 / 6 + dx^3 / 24. - double p = poly_approx_d(dx); - - double lo = fputil::multiply_add(p, mid_lo, exp_mid.lo); - -#ifdef LIBC_MATH_HAS_SKIP_ACCURATE_PASS - if (LIBC_UNLIKELY(denorm)) { - return ziv_test_denorm</*SKIP_ZIV_TEST=*/true>(hi, exp_mid.hi, lo, ERR_D) - .value(); - } else { - // to multiply by 2^hi, a fast way is to simply add hi to the exponent - // field. - int64_t exp_hi = static_cast<int64_t>(hi) << FPBits::FRACTION_LEN; - double r = - cpp::bit_cast<double>(exp_hi + cpp::bit_cast<int64_t>(exp_mid.hi + lo)); - return r; - } -#else - if (LIBC_UNLIKELY(denorm)) { - if (auto r = ziv_test_denorm(hi, exp_mid.hi, lo, ERR_D); - LIBC_LIKELY(r.has_value())) - return r.value(); - } else { - double upper = exp_mid.hi + (lo + ERR_D); - double lower = exp_mid.hi + (lo - ERR_D); - - if (LIBC_LIKELY(upper == lower)) { - // to multiply by 2^hi, a fast way is to simply add hi to the exponent - // field. - int64_t exp_hi = static_cast<int64_t>(hi) << FPBits::FRACTION_LEN; - double r = cpp::bit_cast<double>(exp_hi + cpp::bit_cast<int64_t>(upper)); - return r; - } - } - - // Use double-double - DoubleDouble r_dd = exp_double_double(x, kd, exp_mid); - - if (LIBC_UNLIKELY(denorm)) { - if (auto r = ziv_test_denorm(hi, r_dd.hi, r_dd.lo, ERR_DD); - LIBC_LIKELY(r.has_value())) - return r.value(); - } else { - double upper_dd = r_dd.hi + (r_dd.lo + ERR_DD); - double lower_dd = r_dd.hi + (r_dd.lo - ERR_DD); - - if (LIBC_LIKELY(upper_dd == lower_dd)) { - int64_t exp_hi = static_cast<int64_t>(hi) << FPBits::FRACTION_LEN; - double r = - cpp::bit_cast<double>(exp_hi + cpp::bit_cast<int64_t>(upper_dd)); - return r; - } - } - - // Use 128-bit precision - Float128 r_f128 = exp_f128(x, kd, idx1, idx2); - - return static_cast<double>(r_f128); -#endif // LIBC_MATH_HAS_SKIP_ACCURATE_PASS -} +LLVM_LIBC_FUNCTION(double, exp, (double x)) { return math::exp(x); } } // namespace LIBC_NAMESPACE_DECL |
