[libc-commits] [libc] [libc][math][c23] Add atanhf16 C23 math function. (PR #132612)

Harrison Hao via libc-commits libc-commits at lists.llvm.org
Sat Apr 12 03:52:30 PDT 2025


https://github.com/harrisonGPU updated https://github.com/llvm/llvm-project/pull/132612

>From 5f74e2fac4fc2e32fd1f01db40469253c6f353a1 Mon Sep 17 00:00:00 2001
From: Harrison Hao <tsworld1314 at gmail.com>
Date: Mon, 17 Mar 2025 15:34:24 +0000
Subject: [PATCH 1/8] [libc][math][c23] Add atanhf16 C23 math function.

---
 libc/config/linux/x86_64/entrypoints.txt   |  1 +
 libc/docs/headers/math/index.rst           |  2 +-
 libc/include/math.yaml                     |  7 ++
 libc/src/math/CMakeLists.txt               |  1 +
 libc/src/math/atanhf16.h                   | 21 ++++++
 libc/src/math/generic/CMakeLists.txt       | 18 +++++
 libc/src/math/generic/atanhf16.cpp         | 86 ++++++++++++++++++++++
 libc/test/src/math/CMakeLists.txt          | 11 +++
 libc/test/src/math/atanhf16_test.cpp       | 39 ++++++++++
 libc/test/src/math/smoke/CMakeLists.txt    | 12 +++
 libc/test/src/math/smoke/atanhf16_test.cpp | 58 +++++++++++++++
 11 files changed, 255 insertions(+), 1 deletion(-)
 create mode 100644 libc/src/math/atanhf16.h
 create mode 100644 libc/src/math/generic/atanhf16.cpp
 create mode 100644 libc/test/src/math/atanhf16_test.cpp
 create mode 100644 libc/test/src/math/smoke/atanhf16_test.cpp

diff --git a/libc/config/linux/x86_64/entrypoints.txt b/libc/config/linux/x86_64/entrypoints.txt
index 1ac3a781d5279..1215258cb6bc9 100644
--- a/libc/config/linux/x86_64/entrypoints.txt
+++ b/libc/config/linux/x86_64/entrypoints.txt
@@ -660,6 +660,7 @@ if(LIBC_TYPES_HAS_FLOAT16)
     libc.src.math.acoshf16
     libc.src.math.asinf16
     libc.src.math.asinhf16
+    libc.src.math.atanhf16
     libc.src.math.canonicalizef16
     libc.src.math.ceilf16
     libc.src.math.copysignf16
diff --git a/libc/docs/headers/math/index.rst b/libc/docs/headers/math/index.rst
index 947bd4b60b391..dad10886adc09 100644
--- a/libc/docs/headers/math/index.rst
+++ b/libc/docs/headers/math/index.rst
@@ -267,7 +267,7 @@ Higher Math Functions
 +-----------+------------------+-----------------+------------------------+----------------------+------------------------+------------------------+----------------------------+
 | atan2pi   |                  |                 |                        |                      |                        | 7.12.4.11              | F.10.1.11                  |
 +-----------+------------------+-----------------+------------------------+----------------------+------------------------+------------------------+----------------------------+
-| atanh     | |check|          |                 |                        |                      |                        | 7.12.5.3               | F.10.2.3                   |
+| atanh     | |check|          |                 |                        | |check|              |                        | 7.12.5.3               | F.10.2.3                   |
 +-----------+------------------+-----------------+------------------------+----------------------+------------------------+------------------------+----------------------------+
 | atanpi    |                  |                 |                        |                      |                        | 7.12.4.10              | F.10.1.10                  |
 +-----------+------------------+-----------------+------------------------+----------------------+------------------------+------------------------+----------------------------+
diff --git a/libc/include/math.yaml b/libc/include/math.yaml
index fef829422244d..3f513ef40870b 100644
--- a/libc/include/math.yaml
+++ b/libc/include/math.yaml
@@ -113,6 +113,13 @@ functions:
     return_type: float
     arguments:
       - type: float
+  - name: atanhf16
+    standards:
+      - stdc
+    return_type: _Float16
+    arguments:
+      - type: _Float16
+    guard: LIBC_TYPES_HAS_FLOAT16
   - name: canonicalize
     standards:
       - stdc
diff --git a/libc/src/math/CMakeLists.txt b/libc/src/math/CMakeLists.txt
index d177ff79141c0..42ec04190d02c 100644
--- a/libc/src/math/CMakeLists.txt
+++ b/libc/src/math/CMakeLists.txt
@@ -66,6 +66,7 @@ add_math_entrypoint_object(atan2f128)
 
 add_math_entrypoint_object(atanh)
 add_math_entrypoint_object(atanhf)
+add_math_entrypoint_object(atanhf16)
 
 add_math_entrypoint_object(canonicalize)
 add_math_entrypoint_object(canonicalizef)
diff --git a/libc/src/math/atanhf16.h b/libc/src/math/atanhf16.h
new file mode 100644
index 0000000000000..9fbb262c16514
--- /dev/null
+++ b/libc/src/math/atanhf16.h
@@ -0,0 +1,21 @@
+//===-- Implementation header for atanhf16 ----------------------*- C++ -*-===//
+//
+// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
+// See https://llvm.org/LICENSE.txt for license information.
+// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
+//
+//===----------------------------------------------------------------------===//
+
+#ifndef LLVM_LIBC_SRC_MATH_ATANHF16_H
+#define LLVM_LIBC_SRC_MATH_ATANHF16_H
+
+#include "src/__support/macros/config.h"
+#include "src/__support/macros/properties/types.h"
+
+namespace LIBC_NAMESPACE_DECL {
+
+float16 atanhf16(float16 x);
+
+} // namespace LIBC_NAMESPACE_DECL
+
+#endif // LLVM_LIBC_SRC_MATH_ATANHF16_H
diff --git a/libc/src/math/generic/CMakeLists.txt b/libc/src/math/generic/CMakeLists.txt
index adbed5b2de48c..4440e7e28e2ef 100644
--- a/libc/src/math/generic/CMakeLists.txt
+++ b/libc/src/math/generic/CMakeLists.txt
@@ -4029,6 +4029,24 @@ add_entrypoint_object(
     libc.src.__support.macros.optimization
 )
 
+add_entrypoint_object(
+  atanhf16
+  SRCS
+    atanhf16.cpp
+  HDRS
+    ../atanhf16.h
+  DEPENDS
+    .explogxf
+    libc.hdr.errno_macros
+    libc.hdr.fenv_macros
+    libc.src.__support.FPUtil.cast
+    libc.src.__support.FPUtil.fp_bits
+    libc.src.__support.FPUtil.multiply_add
+    libc.src.__support.FPUtil.polyeval
+    libc.src.__support.macros.optimization
+    libc.src.__support.macros.properties.types 
+)
+
 add_object_library(
   inv_trigf_utils
   HDRS
diff --git a/libc/src/math/generic/atanhf16.cpp b/libc/src/math/generic/atanhf16.cpp
new file mode 100644
index 0000000000000..94d6aa149cf00
--- /dev/null
+++ b/libc/src/math/generic/atanhf16.cpp
@@ -0,0 +1,86 @@
+//===-- Implementation of atanh(x) function -------------------------------===//
+//
+// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
+// See https://llvm.org/LICENSE.txt for license information.
+// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
+//
+//===----------------------------------------------------------------------===//
+
+#include "src/math/atanhf16.h"
+#include "explogxf.h"
+#include "hdr/errno_macros.h"
+#include "hdr/fenv_macros.h"
+#include "src/__support/FPUtil/FPBits.h"
+#include "src/__support/FPUtil/PolyEval.h"
+#include "src/__support/FPUtil/cast.h"
+#include "src/__support/FPUtil/multiply_add.h"
+#include "src/__support/common.h"
+#include "src/__support/macros/config.h"
+#include "src/__support/macros/optimization.h"
+
+namespace LIBC_NAMESPACE_DECL {
+
+LLVM_LIBC_FUNCTION(float16, atanhf16, (float16 x)) {
+  using FPBits = typename fputil::FPBits<float16>;
+
+  FPBits xbits(x);
+  Sign sign = xbits.sign();
+  uint16_t x_abs = xbits.abs().uintval();
+
+  if (LIBC_UNLIKELY(x_abs >= 0x3c00U)) {
+    if (xbits.is_nan()) {
+      return x;
+    }
+    // |x| == 1.0
+    if (x_abs == 0x3c00U) {
+      fputil::set_errno_if_required(ERANGE);
+      fputil::raise_except_if_required(FE_DIVBYZERO);
+      return FPBits::inf(sign).get_val();
+    } else {
+      fputil::set_errno_if_required(EDOM);
+      fputil::raise_except_if_required(FE_INVALID);
+      return FPBits::quiet_nan().get_val();
+    }
+  }
+
+  // For |x| less than approximately 0.10
+  if (LIBC_UNLIKELY(x_abs <= 0x2e66U)) {
+    // The Taylor expansion of atanh(x) is:
+    //    atanh(x) = x + x^3/3 + x^5/5 + x^7/7 + x^9/9 + x^11/11
+    //             = x * [1 + x^2/3 + x^4/5 + x^6/7 + x^8/9 + x^10/11]
+    // When |x| < 0x0100U, this can be approximated by:
+    //    atanh(x) ≈ x + (1/3)*x^3
+    if (LIBC_UNLIKELY(x_abs < 0x0100U)) {
+      return static_cast<float16>(
+          LIBC_UNLIKELY(x_abs == 0) ? x : (x + 0x1.555556p-2 * x * x * x));
+    }
+
+    // For 0x0100U <= |x| <= 0x2e66U:
+    //   Let t = x^2.
+    //   Define P(t) ≈ (1/3)*t + (1/5)*t^2 + (1/7)*t^3 + (1/9)*t^4 + (1/11)*t^5.
+    // The coefficients below were derived using Sollya:
+    //   > display = hexadecimal;
+    //   > round(1/3, SG, RN);
+    //   > round(1/5, SG, RN);
+    //   > round(1/7, SG, RN);
+    //   > round(1/9, SG, RN);
+    //   > round(1/11, SG, RN);
+    // This yields:
+    //   0x1.555556p-2
+    //   0x1.99999ap-3
+    //   0x1.24924ap-3
+    //   0x1.c71c72p-4
+    //   0x1.745d18p-4f
+    // Thus, atanh(x) ≈ x * (1 + P(x^2)).
+    float xf = x;
+    float x2 = xf * xf;
+    float pe = fputil::polyeval(x2, 0.0f, 0x1.555556p-2f, 0x1.99999ap-3f,
+                                0x1.24924ap-3f, 0x1.c71c72p-4f, 0x1.745d18p-4f);
+    return static_cast<float16>(fputil::multiply_add(xf, pe, xf));
+  }
+
+  float xf = x;
+  return static_cast<float16>(0.5 * log_eval((xf + 1.0) / (xf - 1.0)));
+}
+
+} // namespace LIBC_NAMESPACE_DECL
diff --git a/libc/test/src/math/CMakeLists.txt b/libc/test/src/math/CMakeLists.txt
index 7ee8b86135557..c80760f728335 100644
--- a/libc/test/src/math/CMakeLists.txt
+++ b/libc/test/src/math/CMakeLists.txt
@@ -2143,6 +2143,17 @@ add_fp_unittest(
     libc.src.__support.FPUtil.fp_bits
 )
 
+add_fp_unittest(
+  atanhf16_test
+  NEED_MPFR
+  SUITE
+    libc-math-unittests
+  SRCS
+    atanhf16_test.cpp
+  DEPENDS
+    libc.src.math.atanhf16
+)
+
 add_fp_unittest(
   fmul_test
   NEED_MPFR
diff --git a/libc/test/src/math/atanhf16_test.cpp b/libc/test/src/math/atanhf16_test.cpp
new file mode 100644
index 0000000000000..ce0179a1962df
--- /dev/null
+++ b/libc/test/src/math/atanhf16_test.cpp
@@ -0,0 +1,39 @@
+//===-- Unittests for atanhf16 --------------------------------------------===//
+//
+// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
+// See https://llvm.org/LICENSE.txt for license information.
+// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
+//
+//===----------------------------------------------------------------------===//
+
+#include "src/__support/FPUtil/FPBits.h"
+#include "src/errno/libc_errno.h"
+#include "src/math/atanhf16.h"
+#include "test/UnitTest/FPMatcher.h"
+#include "test/UnitTest/Test.h"
+#include "utils/MPFRWrapper/MPFRUtils.h"
+#include <stdint.h>
+
+using LlvmLibcAtanhf16Test = LIBC_NAMESPACE::testing::FPTest<float16>;
+namespace mpfr = LIBC_NAMESPACE::testing::mpfr;
+
+static constexpr uint16_t POS_START = 0x0000U;
+static constexpr uint16_t POS_STOP = 0x3BFFU;
+static constexpr uint16_t NEG_START = 0xBBFFU;
+static constexpr uint16_t NEG_STOP = 0x8000U;
+
+TEST_F(LlvmLibcAtanhf16Test, PositiveRange) {
+  for (uint16_t v = POS_START; v <= POS_STOP; ++v) {
+    float16 x = FPBits(v).get_val();
+    EXPECT_MPFR_MATCH_ALL_ROUNDING(mpfr::Operation::Atanh, x,
+                                   LIBC_NAMESPACE::atanhf16(x), 0.5);
+  }
+}
+
+TEST_F(LlvmLibcAtanhf16Test, NegativeRange) {
+  for (uint16_t v = NEG_START; v <= NEG_STOP; --v) {
+    float16 x = FPBits(v).get_val();
+    EXPECT_MPFR_MATCH_ALL_ROUNDING(mpfr::Operation::Atanh, x,
+                                   LIBC_NAMESPACE::atanhf16(x), 0.5);
+  }
+}
diff --git a/libc/test/src/math/smoke/CMakeLists.txt b/libc/test/src/math/smoke/CMakeLists.txt
index 223d1933bca38..ec867339152e3 100644
--- a/libc/test/src/math/smoke/CMakeLists.txt
+++ b/libc/test/src/math/smoke/CMakeLists.txt
@@ -3947,6 +3947,18 @@ add_fp_unittest(
     libc.src.__support.FPUtil.fp_bits
 )
 
+add_fp_unittest(
+  atanhf16_test
+  SUITE
+    libc-math-smoke-tests
+  SRCS
+    atanhf16_test.cpp
+  DEPENDS
+    libc.src.errno.errno
+    libc.src.math.atanhf16
+    libc.src.__support.FPUtil.fp_bits
+)
+
 add_fp_unittest(
   asinhf_test
   SUITE
diff --git a/libc/test/src/math/smoke/atanhf16_test.cpp b/libc/test/src/math/smoke/atanhf16_test.cpp
new file mode 100644
index 0000000000000..1ac483d2ae758
--- /dev/null
+++ b/libc/test/src/math/smoke/atanhf16_test.cpp
@@ -0,0 +1,58 @@
+//===-- Unittests for atanhf16 --------------------------------------------===//
+//
+// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
+// See https://llvm.org/LICENSE.txt for license information.
+// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
+//
+//===----------------------------------------------------------------------===//
+
+#include "src/__support/FPUtil/cast.h"
+#include "src/errno/libc_errno.h"
+#include "src/math/atanhf16.h"
+#include "test/UnitTest/FPMatcher.h"
+#include "test/UnitTest/Test.h"
+
+using LlvmLibcAtanhf16Test = LIBC_NAMESPACE::testing::FPTest<float16>;
+
+TEST_F(LlvmLibcAtanhf16Test, SpecialNumbers) {
+  LIBC_NAMESPACE::libc_errno = 0;
+  EXPECT_FP_EQ_ALL_ROUNDING(aNaN, LIBC_NAMESPACE::atanhf16(aNaN));
+  EXPECT_MATH_ERRNO(0);
+
+  EXPECT_FP_EQ_ALL_ROUNDING(zero, LIBC_NAMESPACE::atanhf16(zero));
+  EXPECT_MATH_ERRNO(0);
+
+  EXPECT_FP_EQ_ALL_ROUNDING(
+      -0.0f,
+      LIBC_NAMESPACE::atanhf16(LIBC_NAMESPACE::fputil::cast<float16>(-0.0f)));
+  EXPECT_MATH_ERRNO(0);
+
+  EXPECT_FP_EQ_WITH_EXCEPTION(
+      inf,
+      LIBC_NAMESPACE::atanhf16(LIBC_NAMESPACE::fputil::cast<float16>(1.0f)),
+      FE_DIVBYZERO);
+  EXPECT_MATH_ERRNO(ERANGE);
+
+  EXPECT_FP_EQ_WITH_EXCEPTION(
+      neg_inf,
+      LIBC_NAMESPACE::atanhf16(LIBC_NAMESPACE::fputil::cast<float16>(-1.0f)),
+      FE_DIVBYZERO);
+  EXPECT_MATH_ERRNO(ERANGE);
+
+  EXPECT_FP_IS_NAN_WITH_EXCEPTION(
+      LIBC_NAMESPACE::atanhf16(LIBC_NAMESPACE::fputil::cast<float16>(2.0f)),
+      FE_INVALID);
+  EXPECT_MATH_ERRNO(EDOM);
+
+  EXPECT_FP_IS_NAN_WITH_EXCEPTION(
+      LIBC_NAMESPACE::atanhf16(LIBC_NAMESPACE::fputil::cast<float16>(-2.0f)),
+      FE_INVALID);
+  EXPECT_MATH_ERRNO(EDOM);
+
+  EXPECT_FP_IS_NAN_WITH_EXCEPTION(LIBC_NAMESPACE::atanhf16(inf), FE_INVALID);
+  EXPECT_MATH_ERRNO(EDOM);
+
+  EXPECT_FP_IS_NAN_WITH_EXCEPTION(LIBC_NAMESPACE::atanhf16(neg_inf),
+                                  FE_INVALID);
+  EXPECT_MATH_ERRNO(EDOM);
+}

>From 6aa1640dc7f2530e6b9abd6ea600166c6b8fc8e5 Mon Sep 17 00:00:00 2001
From: Harrison Hao <tsworld1314 at gmail.com>
Date: Wed, 26 Mar 2025 10:18:23 +0800
Subject: [PATCH 2/8] [libc][math] Update range.

---
 libc/test/src/math/atanhf16_test.cpp | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/libc/test/src/math/atanhf16_test.cpp b/libc/test/src/math/atanhf16_test.cpp
index ce0179a1962df..6637c7eead8f5 100644
--- a/libc/test/src/math/atanhf16_test.cpp
+++ b/libc/test/src/math/atanhf16_test.cpp
@@ -17,13 +17,16 @@
 using LlvmLibcAtanhf16Test = LIBC_NAMESPACE::testing::FPTest<float16>;
 namespace mpfr = LIBC_NAMESPACE::testing::mpfr;
 
+// Range for positive numbers: [0, 1)
 static constexpr uint16_t POS_START = 0x0000U;
-static constexpr uint16_t POS_STOP = 0x3BFFU;
+static constexpr uint16_t POS_STOP = 0x3C00;
+
+// Range for negative numbers: (-1, 0]
 static constexpr uint16_t NEG_START = 0xBBFFU;
 static constexpr uint16_t NEG_STOP = 0x8000U;
 
 TEST_F(LlvmLibcAtanhf16Test, PositiveRange) {
-  for (uint16_t v = POS_START; v <= POS_STOP; ++v) {
+  for (uint16_t v = POS_START; v < POS_STOP; ++v) {
     float16 x = FPBits(v).get_val();
     EXPECT_MPFR_MATCH_ALL_ROUNDING(mpfr::Operation::Atanh, x,
                                    LIBC_NAMESPACE::atanhf16(x), 0.5);
@@ -31,7 +34,7 @@ TEST_F(LlvmLibcAtanhf16Test, PositiveRange) {
 }
 
 TEST_F(LlvmLibcAtanhf16Test, NegativeRange) {
-  for (uint16_t v = NEG_START; v <= NEG_STOP; --v) {
+  for (uint16_t v = NEG_START; v >= NEG_STOP; --v) {
     float16 x = FPBits(v).get_val();
     EXPECT_MPFR_MATCH_ALL_ROUNDING(mpfr::Operation::Atanh, x,
                                    LIBC_NAMESPACE::atanhf16(x), 0.5);

>From afb32e244b1854166f956ce958724620d67a009d Mon Sep 17 00:00:00 2001
From: Harrison Hao <tsworld1314 at gmail.com>
Date: Sat, 29 Mar 2025 06:10:45 +0000
Subject: [PATCH 3/8] [libc][math][c23] Update for comments.

---
 libc/src/math/generic/CMakeLists.txt       |  1 +
 libc/src/math/generic/atanhf16.cpp         | 40 +++++++++-------------
 libc/test/src/math/atanhf16_test.cpp       | 13 ++++---
 libc/test/src/math/smoke/atanhf16_test.cpp |  4 +--
 4 files changed, 24 insertions(+), 34 deletions(-)

diff --git a/libc/src/math/generic/CMakeLists.txt b/libc/src/math/generic/CMakeLists.txt
index 4440e7e28e2ef..a83107f248562 100644
--- a/libc/src/math/generic/CMakeLists.txt
+++ b/libc/src/math/generic/CMakeLists.txt
@@ -4040,6 +4040,7 @@ add_entrypoint_object(
     libc.hdr.errno_macros
     libc.hdr.fenv_macros
     libc.src.__support.FPUtil.cast
+    libc.src.__support.FPUtil.fenv_impl
     libc.src.__support.FPUtil.fp_bits
     libc.src.__support.FPUtil.multiply_add
     libc.src.__support.FPUtil.polyeval
diff --git a/libc/src/math/generic/atanhf16.cpp b/libc/src/math/generic/atanhf16.cpp
index 94d6aa149cf00..bb16a78a9862d 100644
--- a/libc/src/math/generic/atanhf16.cpp
+++ b/libc/src/math/generic/atanhf16.cpp
@@ -1,4 +1,4 @@
-//===-- Implementation of atanh(x) function -------------------------------===//
+//===-- Half-precision atanh(x) function ----------------------------------===//
 //
 // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
 // See https://llvm.org/LICENSE.txt for license information.
@@ -10,6 +10,7 @@
 #include "explogxf.h"
 #include "hdr/errno_macros.h"
 #include "hdr/fenv_macros.h"
+#include "src/__support/FPUtil/FEnvImpl.h"
 #include "src/__support/FPUtil/FPBits.h"
 #include "src/__support/FPUtil/PolyEval.h"
 #include "src/__support/FPUtil/cast.h"
@@ -21,26 +22,27 @@
 namespace LIBC_NAMESPACE_DECL {
 
 LLVM_LIBC_FUNCTION(float16, atanhf16, (float16 x)) {
-  using FPBits = typename fputil::FPBits<float16>;
+  using FPBits = fputil::FPBits<float16>;
 
   FPBits xbits(x);
   Sign sign = xbits.sign();
   uint16_t x_abs = xbits.abs().uintval();
 
+  // |x| >= 1
   if (LIBC_UNLIKELY(x_abs >= 0x3c00U)) {
-    if (xbits.is_nan()) {
+    if (xbits.is_nan())
       return x;
-    }
+
     // |x| == 1.0
     if (x_abs == 0x3c00U) {
       fputil::set_errno_if_required(ERANGE);
       fputil::raise_except_if_required(FE_DIVBYZERO);
       return FPBits::inf(sign).get_val();
-    } else {
-      fputil::set_errno_if_required(EDOM);
-      fputil::raise_except_if_required(FE_INVALID);
-      return FPBits::quiet_nan().get_val();
     }
+    // |x| > 1.0
+    fputil::set_errno_if_required(EDOM);
+    fputil::raise_except_if_required(FE_INVALID);
+    return FPBits::quiet_nan().get_val();
   }
 
   // For |x| less than approximately 0.10
@@ -52,35 +54,25 @@ LLVM_LIBC_FUNCTION(float16, atanhf16, (float16 x)) {
     //    atanh(x) ≈ x + (1/3)*x^3
     if (LIBC_UNLIKELY(x_abs < 0x0100U)) {
       return static_cast<float16>(
-          LIBC_UNLIKELY(x_abs == 0) ? x : (x + 0x1.555556p-2 * x * x * x));
+          LIBC_UNLIKELY(x_abs == 0) ? x : (x + 0x1.555556p-2f * x * x * x));
     }
 
     // For 0x0100U <= |x| <= 0x2e66U:
     //   Let t = x^2.
     //   Define P(t) ≈ (1/3)*t + (1/5)*t^2 + (1/7)*t^3 + (1/9)*t^4 + (1/11)*t^5.
-    // The coefficients below were derived using Sollya:
-    //   > display = hexadecimal;
-    //   > round(1/3, SG, RN);
-    //   > round(1/5, SG, RN);
-    //   > round(1/7, SG, RN);
-    //   > round(1/9, SG, RN);
-    //   > round(1/11, SG, RN);
-    // This yields:
-    //   0x1.555556p-2
-    //   0x1.99999ap-3
-    //   0x1.24924ap-3
-    //   0x1.c71c72p-4
-    //   0x1.745d18p-4f
+    // Coefficients (from Sollya, RN, hexadecimal):
+    //  1/3 = 0x1.555556p-2, 1/5 = 0x1.99999ap-3, 1/7 = 0x1.24924ap-3,
+    //  1/9 = 0x1.c71c72p-4, 1/11 = 0x1.745d18p-4
     // Thus, atanh(x) ≈ x * (1 + P(x^2)).
     float xf = x;
     float x2 = xf * xf;
     float pe = fputil::polyeval(x2, 0.0f, 0x1.555556p-2f, 0x1.99999ap-3f,
                                 0x1.24924ap-3f, 0x1.c71c72p-4f, 0x1.745d18p-4f);
-    return static_cast<float16>(fputil::multiply_add(xf, pe, xf));
+    return fputil::cast<float16>(fputil::multiply_add(xf, pe, xf));
   }
 
   float xf = x;
-  return static_cast<float16>(0.5 * log_eval((xf + 1.0) / (xf - 1.0)));
+  return fputil::cast<float16>(0.5 * log_eval((xf + 1.0) / (xf - 1.0)));
 }
 
 } // namespace LIBC_NAMESPACE_DECL
diff --git a/libc/test/src/math/atanhf16_test.cpp b/libc/test/src/math/atanhf16_test.cpp
index 6637c7eead8f5..a534e05230e9d 100644
--- a/libc/test/src/math/atanhf16_test.cpp
+++ b/libc/test/src/math/atanhf16_test.cpp
@@ -7,7 +7,6 @@
 //===----------------------------------------------------------------------===//
 
 #include "src/__support/FPUtil/FPBits.h"
-#include "src/errno/libc_errno.h"
 #include "src/math/atanhf16.h"
 #include "test/UnitTest/FPMatcher.h"
 #include "test/UnitTest/Test.h"
@@ -17,13 +16,13 @@
 using LlvmLibcAtanhf16Test = LIBC_NAMESPACE::testing::FPTest<float16>;
 namespace mpfr = LIBC_NAMESPACE::testing::mpfr;
 
-// Range for positive numbers: [0, 1)
+// Range for positive numbers: [0, +Inf]
 static constexpr uint16_t POS_START = 0x0000U;
-static constexpr uint16_t POS_STOP = 0x3C00;
+static constexpr uint16_t POS_STOP = 0x7C00U;
 
-// Range for negative numbers: (-1, 0]
-static constexpr uint16_t NEG_START = 0xBBFFU;
-static constexpr uint16_t NEG_STOP = 0x8000U;
+// Range for negative numbers: [-Inf, 0]
+static constexpr uint16_t NEG_START = 0x8000U;
+static constexpr uint16_t NEG_STOP = 0xFC00U;
 
 TEST_F(LlvmLibcAtanhf16Test, PositiveRange) {
   for (uint16_t v = POS_START; v < POS_STOP; ++v) {
@@ -34,7 +33,7 @@ TEST_F(LlvmLibcAtanhf16Test, PositiveRange) {
 }
 
 TEST_F(LlvmLibcAtanhf16Test, NegativeRange) {
-  for (uint16_t v = NEG_START; v >= NEG_STOP; --v) {
+  for (uint16_t v = NEG_START; v <= NEG_STOP; ++v) {
     float16 x = FPBits(v).get_val();
     EXPECT_MPFR_MATCH_ALL_ROUNDING(mpfr::Operation::Atanh, x,
                                    LIBC_NAMESPACE::atanhf16(x), 0.5);
diff --git a/libc/test/src/math/smoke/atanhf16_test.cpp b/libc/test/src/math/smoke/atanhf16_test.cpp
index 1ac483d2ae758..1e81d5f18c0b2 100644
--- a/libc/test/src/math/smoke/atanhf16_test.cpp
+++ b/libc/test/src/math/smoke/atanhf16_test.cpp
@@ -22,9 +22,7 @@ TEST_F(LlvmLibcAtanhf16Test, SpecialNumbers) {
   EXPECT_FP_EQ_ALL_ROUNDING(zero, LIBC_NAMESPACE::atanhf16(zero));
   EXPECT_MATH_ERRNO(0);
 
-  EXPECT_FP_EQ_ALL_ROUNDING(
-      -0.0f,
-      LIBC_NAMESPACE::atanhf16(LIBC_NAMESPACE::fputil::cast<float16>(-0.0f)));
+  EXPECT_FP_EQ_ALL_ROUNDING(neg_zero, LIBC_NAMESPACE::atanhf16(neg_zero));
   EXPECT_MATH_ERRNO(0);
 
   EXPECT_FP_EQ_WITH_EXCEPTION(

>From 9276a1515a0d84508de1fc13ba108a4eb56c8458 Mon Sep 17 00:00:00 2001
From: Harrison Hao <tsworld1314 at gmail.com>
Date: Sat, 29 Mar 2025 08:31:20 +0000
Subject: [PATCH 4/8] [libc][math] Update.

---
 libc/src/math/generic/atanhf16.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/libc/src/math/generic/atanhf16.cpp b/libc/src/math/generic/atanhf16.cpp
index bb16a78a9862d..6b4d6abd15ba0 100644
--- a/libc/src/math/generic/atanhf16.cpp
+++ b/libc/src/math/generic/atanhf16.cpp
@@ -72,7 +72,7 @@ LLVM_LIBC_FUNCTION(float16, atanhf16, (float16 x)) {
   }
 
   float xf = x;
-  return fputil::cast<float16>(0.5 * log_eval((xf + 1.0) / (xf - 1.0)));
+  return fputil::cast<float16>(0.5f * log_eval((xf + 1.0f) / (xf - 1.0f)));
 }
 
 } // namespace LIBC_NAMESPACE_DECL

>From 2a2c9ff6e3a442379fc5ae0c00b69a33549ff7d8 Mon Sep 17 00:00:00 2001
From: Harrison Hao <tsworld1314 at gmail.com>
Date: Sat, 29 Mar 2025 09:49:10 +0000
Subject: [PATCH 5/8] [libc][math] Add except results.

---
 libc/src/math/generic/atanhf16.cpp | 14 ++++++++++++++
 1 file changed, 14 insertions(+)

diff --git a/libc/src/math/generic/atanhf16.cpp b/libc/src/math/generic/atanhf16.cpp
index 6b4d6abd15ba0..4569384a83349 100644
--- a/libc/src/math/generic/atanhf16.cpp
+++ b/libc/src/math/generic/atanhf16.cpp
@@ -14,6 +14,7 @@
 #include "src/__support/FPUtil/FPBits.h"
 #include "src/__support/FPUtil/PolyEval.h"
 #include "src/__support/FPUtil/cast.h"
+#include "src/__support/FPUtil/except_value_utils.h"
 #include "src/__support/FPUtil/multiply_add.h"
 #include "src/__support/common.h"
 #include "src/__support/macros/config.h"
@@ -21,6 +22,15 @@
 
 namespace LIBC_NAMESPACE_DECL {
 
+static constexpr size_t N_EXCEPTS = 2;
+static constexpr fputil::ExceptValues<float16, N_EXCEPTS> ATANHF16_EXCEPTS{{
+    // (input, RZ output, RU offset, RD offset, RN offset)
+    // x = 0x1.a5cp-4, atanhf16(x) = 0x1.a74p-4 (RZ)
+    {0x2E97, 0x2E9D, 1, 0, 0},
+    // x = -0x1.a5cp-4, atanhf16(x) = -0x1.a74p-4 (RZ)
+    {0xAE97, 0xAE9D, 0, 1, 0},
+}};
+
 LLVM_LIBC_FUNCTION(float16, atanhf16, (float16 x)) {
   using FPBits = fputil::FPBits<float16>;
 
@@ -45,6 +55,10 @@ LLVM_LIBC_FUNCTION(float16, atanhf16, (float16 x)) {
     return FPBits::quiet_nan().get_val();
   }
 
+  if (auto r = ATANHF16_EXCEPTS.lookup(xbits.uintval());
+      LIBC_UNLIKELY(r.has_value()))
+    return r.value();
+
   // For |x| less than approximately 0.10
   if (LIBC_UNLIKELY(x_abs <= 0x2e66U)) {
     // The Taylor expansion of atanh(x) is:

>From c092cad2d31082dc04ce020f1a5ec11a88393e6d Mon Sep 17 00:00:00 2001
From: Harrison Hao <tsworld1314 at gmail.com>
Date: Mon, 31 Mar 2025 23:00:57 +0800
Subject: [PATCH 6/8] [libc][math] Update for comments.

---
 libc/src/math/generic/CMakeLists.txt    |  1 +
 libc/src/math/generic/atanhf16.cpp      | 13 ++++++++-----
 libc/test/src/math/atanhf16_test.cpp    |  1 -
 libc/test/src/math/smoke/CMakeLists.txt |  2 +-
 4 files changed, 10 insertions(+), 7 deletions(-)

diff --git a/libc/src/math/generic/CMakeLists.txt b/libc/src/math/generic/CMakeLists.txt
index a83107f248562..b5672e9d4b60f 100644
--- a/libc/src/math/generic/CMakeLists.txt
+++ b/libc/src/math/generic/CMakeLists.txt
@@ -4040,6 +4040,7 @@ add_entrypoint_object(
     libc.hdr.errno_macros
     libc.hdr.fenv_macros
     libc.src.__support.FPUtil.cast
+    libc.src.__support.FPUtil.except_value_utils
     libc.src.__support.FPUtil.fenv_impl
     libc.src.__support.FPUtil.fp_bits
     libc.src.__support.FPUtil.multiply_add
diff --git a/libc/src/math/generic/atanhf16.cpp b/libc/src/math/generic/atanhf16.cpp
index 4569384a83349..a951112727eec 100644
--- a/libc/src/math/generic/atanhf16.cpp
+++ b/libc/src/math/generic/atanhf16.cpp
@@ -61,17 +61,20 @@ LLVM_LIBC_FUNCTION(float16, atanhf16, (float16 x)) {
 
   // For |x| less than approximately 0.10
   if (LIBC_UNLIKELY(x_abs <= 0x2e66U)) {
+    // atanh(+/-0) = +/-0
+    if (LIBC_UNLIKELY(x_abs == 0U))
+      return x;
     // The Taylor expansion of atanh(x) is:
     //    atanh(x) = x + x^3/3 + x^5/5 + x^7/7 + x^9/9 + x^11/11
     //             = x * [1 + x^2/3 + x^4/5 + x^6/7 + x^8/9 + x^10/11]
-    // When |x| < 0x0100U, this can be approximated by:
+    // When |x| < 2^-16, this can be approximated by:
     //    atanh(x) ≈ x + (1/3)*x^3
     if (LIBC_UNLIKELY(x_abs < 0x0100U)) {
-      return static_cast<float16>(
-          LIBC_UNLIKELY(x_abs == 0) ? x : (x + 0x1.555556p-2f * x * x * x));
+      float xf = x;
+      return fputil::cast<float16>(xf + 0x1.555556p-2f * xf * xf * xf);
     }
 
-    // For 0x0100U <= |x| <= 0x2e66U:
+    // For 2^-16 <= |x| <= 0x1.998p-4 (~0.10):
     //   Let t = x^2.
     //   Define P(t) ≈ (1/3)*t + (1/5)*t^2 + (1/7)*t^3 + (1/9)*t^4 + (1/11)*t^5.
     // Coefficients (from Sollya, RN, hexadecimal):
@@ -86,7 +89,7 @@ LLVM_LIBC_FUNCTION(float16, atanhf16, (float16 x)) {
   }
 
   float xf = x;
-  return fputil::cast<float16>(0.5f * log_eval((xf + 1.0f) / (xf - 1.0f)));
+  return fputil::cast<float16>(0.5 * log_eval((xf + 1.0f) / (xf - 1.0f)));
 }
 
 } // namespace LIBC_NAMESPACE_DECL
diff --git a/libc/test/src/math/atanhf16_test.cpp b/libc/test/src/math/atanhf16_test.cpp
index a534e05230e9d..9f0a493f1bb0e 100644
--- a/libc/test/src/math/atanhf16_test.cpp
+++ b/libc/test/src/math/atanhf16_test.cpp
@@ -6,7 +6,6 @@
 //
 //===----------------------------------------------------------------------===//
 
-#include "src/__support/FPUtil/FPBits.h"
 #include "src/math/atanhf16.h"
 #include "test/UnitTest/FPMatcher.h"
 #include "test/UnitTest/Test.h"
diff --git a/libc/test/src/math/smoke/CMakeLists.txt b/libc/test/src/math/smoke/CMakeLists.txt
index ec867339152e3..c989539b30ed9 100644
--- a/libc/test/src/math/smoke/CMakeLists.txt
+++ b/libc/test/src/math/smoke/CMakeLists.txt
@@ -3956,7 +3956,7 @@ add_fp_unittest(
   DEPENDS
     libc.src.errno.errno
     libc.src.math.atanhf16
-    libc.src.__support.FPUtil.fp_bits
+    libc.src.__support.FPUtil.cast
 )
 
 add_fp_unittest(

>From 81c5cf7543fbf0d3789a48ad34ff33e93116ede9 Mon Sep 17 00:00:00 2001
From: Harrison Hao <tsworld1314 at gmail.com>
Date: Mon, 31 Mar 2025 23:48:05 +0800
Subject: [PATCH 7/8] [libc][math] Update for comments again.

---
 libc/test/src/math/atanhf16_test.cpp | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/libc/test/src/math/atanhf16_test.cpp b/libc/test/src/math/atanhf16_test.cpp
index 9f0a493f1bb0e..e35cc775b0609 100644
--- a/libc/test/src/math/atanhf16_test.cpp
+++ b/libc/test/src/math/atanhf16_test.cpp
@@ -24,7 +24,7 @@ static constexpr uint16_t NEG_START = 0x8000U;
 static constexpr uint16_t NEG_STOP = 0xFC00U;
 
 TEST_F(LlvmLibcAtanhf16Test, PositiveRange) {
-  for (uint16_t v = POS_START; v < POS_STOP; ++v) {
+  for (uint16_t v = POS_START; v <= POS_STOP; ++v) {
     float16 x = FPBits(v).get_val();
     EXPECT_MPFR_MATCH_ALL_ROUNDING(mpfr::Operation::Atanh, x,
                                    LIBC_NAMESPACE::atanhf16(x), 0.5);

>From 94ff9a7ceeed3bb5d050a8dadb25fab5779ec8fc Mon Sep 17 00:00:00 2001
From: Harrison Hao <tsworld1314 at gmail.com>
Date: Sat, 12 Apr 2025 18:51:33 +0800
Subject: [PATCH 8/8] [libc] Add float log_eval.

---
 libc/src/math/generic/atanhf16.cpp         |  8 ++-
 libc/src/math/generic/common_constants.cpp | 72 ++++++++++++++++++++++
 libc/src/math/generic/common_constants.h   |  8 +++
 libc/src/math/generic/explogxf.h           | 34 ++++++++++
 4 files changed, 120 insertions(+), 2 deletions(-)

diff --git a/libc/src/math/generic/atanhf16.cpp b/libc/src/math/generic/atanhf16.cpp
index a951112727eec..c46fa961b432a 100644
--- a/libc/src/math/generic/atanhf16.cpp
+++ b/libc/src/math/generic/atanhf16.cpp
@@ -22,13 +22,17 @@
 
 namespace LIBC_NAMESPACE_DECL {
 
-static constexpr size_t N_EXCEPTS = 2;
+static constexpr size_t N_EXCEPTS = 4;
 static constexpr fputil::ExceptValues<float16, N_EXCEPTS> ATANHF16_EXCEPTS{{
     // (input, RZ output, RU offset, RD offset, RN offset)
     // x = 0x1.a5cp-4, atanhf16(x) = 0x1.a74p-4 (RZ)
     {0x2E97, 0x2E9D, 1, 0, 0},
     // x = -0x1.a5cp-4, atanhf16(x) = -0x1.a74p-4 (RZ)
     {0xAE97, 0xAE9D, 0, 1, 0},
+    // x = -0x1.99cp-4, atanhf16(x) = -0x1.9bp-4 (RZ)
+    {0xAE67, 0xAE6C, 0, 1, 1},
+    // x = -0x1.b8cp-3, atanhf16(x) = -0x1.bfcp-3 (RZ)
+    {0xB2E3, 0xB2FF, 0, 1, 0},
 }};
 
 LLVM_LIBC_FUNCTION(float16, atanhf16, (float16 x)) {
@@ -89,7 +93,7 @@ LLVM_LIBC_FUNCTION(float16, atanhf16, (float16 x)) {
   }
 
   float xf = x;
-  return fputil::cast<float16>(0.5 * log_eval((xf + 1.0f) / (xf - 1.0f)));
+  return fputil::cast<float16>(0.5 * log_eval_f((xf + 1.0f) / (xf - 1.0f)));
 }
 
 } // namespace LIBC_NAMESPACE_DECL
diff --git a/libc/src/math/generic/common_constants.cpp b/libc/src/math/generic/common_constants.cpp
index 3088ef96e3b93..7f8a1244488c7 100644
--- a/libc/src/math/generic/common_constants.cpp
+++ b/libc/src/math/generic/common_constants.cpp
@@ -13,6 +13,42 @@
 
 namespace LIBC_NAMESPACE_DECL {
 
+// Lookup table for logf(f) = logf(1 + n*2^(-7)) where n = 0..127,
+// computed and stored as float precision constants.
+const float ONE_OVER_F_FLOAT[128] = {
+    0x1p0f,         0x1.fc07fp-1f,  0x1.f81f82p-1f, 0x1.f4465ap-1f,
+    0x1.f07c2p-1f,  0x1.ecc07cp-1f, 0x1.e9131ap-1f, 0x1.e573acp-1f,
+    0x1.e1e1e2p-1f, 0x1.de5d6ep-1f, 0x1.dae608p-1f, 0x1.d77b66p-1f,
+    0x1.d41d42p-1f, 0x1.d0cb58p-1f, 0x1.cd8568p-1f, 0x1.ca4b3p-1f,
+    0x1.c71c72p-1f, 0x1.c3f8fp-1f,  0x1.c0e07p-1f,  0x1.bdd2b8p-1f,
+    0x1.bacf92p-1f, 0x1.b7d6c4p-1f, 0x1.b4e81cp-1f, 0x1.b20364p-1f,
+    0x1.af286cp-1f, 0x1.ac5702p-1f, 0x1.a98ef6p-1f, 0x1.a6d01ap-1f,
+    0x1.a41a42p-1f, 0x1.a16d4p-1f,  0x1.9ec8eap-1f, 0x1.9c2d14p-1f,
+    0x1.99999ap-1f, 0x1.970e5p-1f,  0x1.948b1p-1f,  0x1.920fb4p-1f,
+    0x1.8f9c18p-1f, 0x1.8d3018p-1f, 0x1.8acb9p-1f,  0x1.886e6p-1f,
+    0x1.861862p-1f, 0x1.83c978p-1f, 0x1.818182p-1f, 0x1.7f406p-1f,
+    0x1.7d05f4p-1f, 0x1.7ad22p-1f,  0x1.78a4c8p-1f, 0x1.767dcep-1f,
+    0x1.745d18p-1f, 0x1.724288p-1f, 0x1.702e06p-1f, 0x1.6e1f76p-1f,
+    0x1.6c16c2p-1f, 0x1.6a13cep-1f, 0x1.681682p-1f, 0x1.661ec6p-1f,
+    0x1.642c86p-1f, 0x1.623fa8p-1f, 0x1.605816p-1f, 0x1.5e75bcp-1f,
+    0x1.5c9882p-1f, 0x1.5ac056p-1f, 0x1.58ed24p-1f, 0x1.571ed4p-1f,
+    0x1.555556p-1f, 0x1.539094p-1f, 0x1.51d07ep-1f, 0x1.501502p-1f,
+    0x1.4e5e0ap-1f, 0x1.4cab88p-1f, 0x1.4afd6ap-1f, 0x1.49539ep-1f,
+    0x1.47ae14p-1f, 0x1.460cbcp-1f, 0x1.446f86p-1f, 0x1.42d662p-1f,
+    0x1.414142p-1f, 0x1.3fb014p-1f, 0x1.3e22ccp-1f, 0x1.3c995ap-1f,
+    0x1.3b13b2p-1f, 0x1.3991c2p-1f, 0x1.381382p-1f, 0x1.3698ep-1f,
+    0x1.3521dp-1f,  0x1.33ae46p-1f, 0x1.323e34p-1f, 0x1.30d19p-1f,
+    0x1.2f684cp-1f, 0x1.2e025cp-1f, 0x1.2c9fb4p-1f, 0x1.2b404ap-1f,
+    0x1.29e412p-1f, 0x1.288b02p-1f, 0x1.27350cp-1f, 0x1.25e228p-1f,
+    0x1.24924ap-1f, 0x1.234568p-1f, 0x1.21fb78p-1f, 0x1.20b47p-1f,
+    0x1.1f7048p-1f, 0x1.1e2ef4p-1f, 0x1.1cf06ap-1f, 0x1.1bb4a4p-1f,
+    0x1.1a7b96p-1f, 0x1.194538p-1f, 0x1.181182p-1f, 0x1.16e068p-1f,
+    0x1.15b1e6p-1f, 0x1.1485fp-1f,  0x1.135c82p-1f, 0x1.12358ep-1f,
+    0x1.111112p-1f, 0x1.0fef02p-1f, 0x1.0ecf56p-1f, 0x1.0db20ap-1f,
+    0x1.0c9714p-1f, 0x1.0b7e6ep-1f, 0x1.0a681p-1f,  0x1.0953f4p-1f,
+    0x1.08421p-1f,  0x1.07326p-1f,  0x1.0624dep-1f, 0x1.05198p-1f,
+    0x1.041042p-1f, 0x1.03091cp-1f, 0x1.020408p-1f, 0x1.010102p-1f};
+
 // Lookup table for (1/f) where f = 1 + n*2^(-7), n = 0..127.
 const double ONE_OVER_F[128] = {
     0x1.0000000000000p+0, 0x1.fc07f01fc07f0p-1, 0x1.f81f81f81f820p-1,
@@ -59,6 +95,42 @@ const double ONE_OVER_F[128] = {
     0x1.05197f7d73404p-1, 0x1.0410410410410p-1, 0x1.03091b51f5e1ap-1,
     0x1.0204081020408p-1, 0x1.0101010101010p-1};
 
+// Lookup table for (1/f) where f = 1 + n*2^(-7), n = 0..127,
+// computed and stored as float precision constants.
+const float LOG_F_FLOAT[128] = {
+    0.0f,           0x1.fe02a6p-8f, 0x1.fc0a8cp-7f, 0x1.7b91bp-6f,
+    0x1.f829bp-6f,  0x1.39e87cp-5f, 0x1.77459p-5f,  0x1.b42dd8p-5f,
+    0x1.f0a30cp-5f, 0x1.16536ep-4f, 0x1.341d7ap-4f, 0x1.51b074p-4f,
+    0x1.6f0d28p-4f, 0x1.8c345ep-4f, 0x1.a926d4p-4f, 0x1.c5e548p-4f,
+    0x1.e27076p-4f, 0x1.fec914p-4f, 0x1.0d77e8p-3f, 0x1.1b72aep-3f,
+    0x1.29553p-3f,  0x1.371fc2p-3f, 0x1.44d2b6p-3f, 0x1.526e5ep-3f,
+    0x1.5ff308p-3f, 0x1.6d60fep-3f, 0x1.7ab89p-3f,  0x1.87fa06p-3f,
+    0x1.9525aap-3f, 0x1.a23bc2p-3f, 0x1.af3c94p-3f, 0x1.bc2868p-3f,
+    0x1.c8ff7cp-3f, 0x1.d5c216p-3f, 0x1.e27076p-3f, 0x1.ef0adcp-3f,
+    0x1.fb9186p-3f, 0x1.04025ap-2f, 0x1.0a324ep-2f, 0x1.1058cp-2f,
+    0x1.1675cap-2f, 0x1.1c898cp-2f, 0x1.22942p-2f,  0x1.2895a2p-2f,
+    0x1.2e8e2cp-2f, 0x1.347ddap-2f, 0x1.3a64c6p-2f, 0x1.404308p-2f,
+    0x1.4618bcp-2f, 0x1.4be5fap-2f, 0x1.51aad8p-2f, 0x1.576772p-2f,
+    0x1.5d1bdcp-2f, 0x1.62c83p-2f,  0x1.686c82p-2f, 0x1.6e08eap-2f,
+    0x1.739d8p-2f,  0x1.792a56p-2f, 0x1.7eaf84p-2f, 0x1.842d1ep-2f,
+    0x1.89a338p-2f, 0x1.8f11e8p-2f, 0x1.947942p-2f, 0x1.99d958p-2f,
+    0x1.9f323ep-2f, 0x1.a4840ap-2f, 0x1.a9cecap-2f, 0x1.af1294p-2f,
+    0x1.b44f78p-2f, 0x1.b9858ap-2f, 0x1.beb4dap-2f, 0x1.c3dd7ap-2f,
+    0x1.c8ff7cp-2f, 0x1.ce1afp-2f,  0x1.d32fe8p-2f, 0x1.d83e72p-2f,
+    0x1.dd46ap-2f,  0x1.e24882p-2f, 0x1.e74426p-2f, 0x1.ec399ep-2f,
+    0x1.f128f6p-2f, 0x1.f6124p-2f,  0x1.faf588p-2f, 0x1.ffd2ep-2f,
+    0x1.02552ap-1f, 0x1.04bdfap-1f, 0x1.0723e6p-1f, 0x1.0986f4p-1f,
+    0x1.0be72ep-1f, 0x1.0e4498p-1f, 0x1.109f3ap-1f, 0x1.12f71ap-1f,
+    0x1.154c3ep-1f, 0x1.179eacp-1f, 0x1.19ee6cp-1f, 0x1.1c3b82p-1f,
+    0x1.1e85f6p-1f, 0x1.20cdcep-1f, 0x1.23130ep-1f, 0x1.2555bcp-1f,
+    0x1.2795e2p-1f, 0x1.29d38p-1f,  0x1.2c0e9ep-1f, 0x1.2e4744p-1f,
+    0x1.307d74p-1f, 0x1.32b134p-1f, 0x1.34e28ap-1f, 0x1.37117cp-1f,
+    0x1.393e0ep-1f, 0x1.3b6844p-1f, 0x1.3d9026p-1f, 0x1.3fb5b8p-1f,
+    0x1.41d8fep-1f, 0x1.43f9fep-1f, 0x1.4618bcp-1f, 0x1.48353ep-1f,
+    0x1.4a4f86p-1f, 0x1.4c679ap-1f, 0x1.4e7d82p-1f, 0x1.50913cp-1f,
+    0x1.52a2d2p-1f, 0x1.54b246p-1f, 0x1.56bf9ep-1f, 0x1.58cadcp-1f,
+    0x1.5ad404p-1f, 0x1.5cdb1ep-1f, 0x1.5ee02ap-1f, 0x1.60e33p-1f};
+
 // Lookup table for log(f) = log(1 + n*2^(-7)) where n = 0..127.
 const double LOG_F[128] = {
     0x0.0000000000000p+0, 0x1.fe02a6b106788p-8, 0x1.fc0a8b0fc03e3p-7,
diff --git a/libc/src/math/generic/common_constants.h b/libc/src/math/generic/common_constants.h
index dc1a90c1cb24a..e65f002845953 100644
--- a/libc/src/math/generic/common_constants.h
+++ b/libc/src/math/generic/common_constants.h
@@ -15,9 +15,17 @@
 
 namespace LIBC_NAMESPACE_DECL {
 
+// Lookup table for (1/f) where f = 1 + n*2^(-7), n = 0..127,
+// computed and stored as float precision constants.
+extern const float ONE_OVER_F_FLOAT[128];
+
 // Lookup table for (1/f) where f = 1 + n*2^(-7), n = 0..127.
 extern const double ONE_OVER_F[128];
 
+// Lookup table for log(f) = log(1 + n*2^(-7)) where n = 0..127,
+// computed and stored as float precision constants.
+extern const float LOG_F_FLOAT[128];
+
 // Lookup table for log(f) = log(1 + n*2^(-7)) where n = 0..127.
 extern const double LOG_F[128];
 
diff --git a/libc/src/math/generic/explogxf.h b/libc/src/math/generic/explogxf.h
index e79aa13eb57f7..91285c1631111 100644
--- a/libc/src/math/generic/explogxf.h
+++ b/libc/src/math/generic/explogxf.h
@@ -297,6 +297,40 @@ LIBC_INLINE static double log2_eval(double x) {
   return result;
 }
 
+// x should be positive, normal finite value
+LIBC_INLINE static float log_eval_f(float x) {
+  // For x = 2^ex * (1 + mx), logf(x) = ex * logf(2) + logf(1 + mx).
+  using FPB = fputil::FPBits<float>;
+  FPB bs(x);
+
+  float ex = static_cast<float>(bs.get_exponent());
+  // p1 is the leading 7 bits of mx, i.e.
+  // p1 * 2^(-7) <= m_x < (p1 + 1) * 2^(-7).
+  int p1 = static_cast<int>(bs.get_mantissa() >> (FPB::FRACTION_LEN - 7));
+
+  // Set bs to (1 + (mx - p1*2^(-7))
+  bs.set_uintval(bs.uintval() & (FPB::FRACTION_MASK >> 7));
+  bs.set_biased_exponent(FPB::EXP_BIAS);
+  // dx = (mx - p1*2^(-7)) / (1 + p1*2^(-7)).
+  float dx = (bs.get_val() - 1.0f) * ONE_OVER_F_FLOAT[p1];
+
+  // Minimax polynomial of log(1 + dx) generated by Sollya with:
+  // > P = fpminimax(log(1 + x)/x, 6, [|D...|], [0, 2^-7]);
+  const float COEFFS[6] = {-0x1.fffffep-2f, 0x1.555556p-2f,  -0x1.fffefep-3f,
+                           0x1.99999ap-3f,  -0x1.554318p-3f, 0x1.1dc5c4p-3f};
+
+  float dx2 = dx * dx;
+
+  float c1 = fputil::multiply_add(dx, COEFFS[1], COEFFS[0]);
+  float c2 = fputil::multiply_add(dx, COEFFS[3], COEFFS[2]);
+  float c3 = fputil::multiply_add(dx, COEFFS[5], COEFFS[4]);
+
+  float p = fputil::polyeval(dx2, dx, c1, c2, c3);
+
+  float result = fputil::multiply_add(ex, 0x1.62e42ep-1f, LOG_F_FLOAT[p1] + p);
+  return result;
+}
+
 // x should be positive, normal finite value
 LIBC_INLINE static double log_eval(double x) {
   // For x = 2^ex * (1 + mx)



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