/***************************************************************************************************
 * Copyright (c) 2017 - 2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 * SPDX-License-Identifier: BSD-3-Clause
 *
 * Redistribution and use in source and binary forms, with or without
 * modification, are permitted provided that the following conditions are met:
 *
 * 1. Redistributions of source code must retain the above copyright notice, this
 * list of conditions and the following disclaimer.
 *
 * 2. Redistributions in binary form must reproduce the above copyright notice,
 * this list of conditions and the following disclaimer in the documentation
 * and/or other materials provided with the distribution.
 *
 * 3. Neither the name of the copyright holder nor the names of its
 * contributors may be used to endorse or promote products derived from
 * this software without specific prior written permission.
 *
 * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
 * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
 * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
 * DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
 * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
 * DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
 * SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
 * CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
 * OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
 * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
 *
 **************************************************************************************************/
/*!
    \file
    \brief Defines a class for using IEEE half-precision floating-point types in host or
      device code.
*/

#pragma once


#include "cutlass/arch/config.h"


// FP8 types are available starting CUDA 11.8+
#if (__CUDACC_VER_MAJOR__ >= 12) || ((__CUDACC_VER_MAJOR__ == 11) && (__CUDACC_VER_MINOR__ >= 8))
#define CUDA_FP8_ENABLED 1
#endif

#if defined(__CUDA_ARCH__)
#  if (__CUDA_ARCH__ >= 900)
#    if (__CUDACC_VER_MAJOR__ >= 12) || ((__CUDACC_VER_MAJOR__ == 11) && (__CUDACC_VER_MINOR__ >= 8))
#      define CUDA_PTX_FP8_CVT_ENABLED 1
#    endif // (__CUDACC_VER_MAJOR__ >= 12) || ((__CUDACC_VER_MAJOR__ == 11) && (__CUDACC_VER_MINOR__ >= 8))
#  elif (__CUDA_ARCH__ == 890)
#    if (__CUDACC_VER_MAJOR__ > 12) || ((__CUDACC_VER_MAJOR__ == 12) && (__CUDACC_VER_MINOR__ >= 1))
#      define CUDA_PTX_FP8_CVT_ENABLED 1
#    endif // (__CUDACC_VER_MAJOR__ > 12) || ((__CUDACC_VER_MAJOR__ == 12) && (__CUDACC_VER_MINOR__ >= 1))
#  endif // (__CUDA_ARCH__ >= 900)
#endif // defined(__CUDA_ARCH__)


#if (defined(CUTLASS_ARCH_MMA_SM100A_ENABLED) || defined(CUTLASS_ARCH_MMA_SM101A_ENABLED) ||\
     defined(CUTLASS_ARCH_MMA_SM103A_ENABLED) || defined(CUTLASS_ARCH_MMA_SM110A_ENABLED) ||\
     defined(CUTLASS_ARCH_MMA_SM120A_ENABLED) || defined(CUTLASS_ARCH_MMA_SM121A_ENABLED))
#  define CUDA_PTX_UE8M0_CVT_ENABLED 1
#endif

#if (defined(CUTLASS_ARCH_MMA_SM100F_ENABLED) || defined(CUTLASS_ARCH_MMA_SM101F_ENABLED) ||\
     defined(CUTLASS_ARCH_MMA_SM103F_ENABLED) || defined(CUTLASS_ARCH_MMA_SM110F_ENABLED) ||\
     defined(CUTLASS_ARCH_MMA_SM120F_ENABLED) || defined(CUTLASS_ARCH_MMA_SM121F_ENABLED))
#  define CUDA_PTX_UE8M0_CVT_ENABLED 1
#endif

#ifdef __GNUC__
// Ignore checks on reinterpret-casts that are being used for bitcasts.
#pragma GCC diagnostic ignored "-Wstrict-aliasing"
#endif

///////////////////////////////////////////////////////////////////////////////////////////////////

#if defined(__CUDACC_RTC__)

#include "cutlass/floating_point_nvrtc.h"

#else
//
// Standard Library headers belong here to avoid conflicts with NVRTC.
//
#include <cmath>
#include <limits>
#include <cstdint>
#include <cstring>
#endif

#ifdef CUDA_FP8_ENABLED
#include <cuda_fp8.h>
#endif
#include <cuda_fp16.h>

#include "cutlass/cutlass.h"

#include "cutlass/exmy_base.h"

#include "cute/util/type_traits.hpp"


///////////////////////////////////////////////////////////////////////////////////////////////////

namespace cutlass {

///////////////////////////////////////////////////////////////////////////////////////////////////
//
//  FP8 Has 2 encodings possible : E4M3 and E5M2
//
//  E4M3 : 7  |  6 5 4 3  |  2 1 0
//  E5M2 : 7  |  6 5 4 3 2  |  1 0
//
///////////////////////////////////////////////////////////////////////////////////////////////////

enum class FloatEncoding {
    E4M3,
    E5M2
};

template<FloatEncoding T>
struct alignas(1) float8_base {

    static constexpr bool IS_E4M3 = (T == FloatEncoding::E4M3);
    static constexpr bool IS_E5M2 = (T == FloatEncoding::E5M2);

    // Number of Bits representing mantissa and exponents
    static constexpr int FP32_NUM_BITS = 32;
    static constexpr int FP32_NUM_EXPONENT_BITS = 8;
    static constexpr int FP32_NUM_MANTISSA_BITS = 23;
    static constexpr uint32_t FP32_NAN = 0x7fffffff;
    static constexpr uint32_t FP32_INFINITY_MASK = 0x7f800000;
    static constexpr int FP32_MAX_EXPONENT  =  127;
    static constexpr int FP32_MIN_EXPONENT  = -126;
    static constexpr int FP32_EXPONENT_BIAS =  127;

    static constexpr int FP16_NUM_BITS = 16;
    static constexpr int FP16_NUM_EXPONENT_BITS = 5;
    static constexpr int FP16_NUM_MANTISSA_BITS = 10;
    static constexpr uint16_t FP16_NAN = 0x7fff;
    static constexpr uint16_t FP16_INFINITY_MASK = 0x7c00;
    static constexpr int FP16_MAX_EXPONENT  = 15;
    static constexpr int FP16_MIN_EXPONENT  = -14;
    static constexpr int FP16_EXPONENT_BIAS = 15;

    static constexpr int FP8_NUM_BITS = 8;
    static constexpr int FP8_NUM_EXPONENT_BITS = IS_E4M3 ? 4 : 5;
    static constexpr int FP8_NUM_MANTISSA_BITS = IS_E4M3 ? 3 : 2;
    static constexpr uint8_t  FP8_NAN = 0x7f; // Also F8_INF
    static constexpr uint8_t  FP8_INFINITY_MASK = IS_E4M3 ? 0x78 : 0x7c;
    static constexpr int FP8_MAX_EXPONENT  = IS_E4M3 ?  7 :  15;
    static constexpr int FP8_MIN_EXPONENT  = IS_E4M3 ? -6 : -14;
    static constexpr int FP8_EXPONENT_BIAS = IS_E4M3 ?  7 :  15;

    static constexpr uint8_t  FP8_EXPONENT_MASK = (1 << FP8_NUM_EXPONENT_BITS) - 1;
    static constexpr uint8_t  FP8_MANTISSA_MASK = (1 << FP8_NUM_MANTISSA_BITS) - 1;

    static constexpr uint8_t FP8_MAX_FLT = (IS_E4M3 ? 0x7e : 0x7b);

    // 256 in float
    static constexpr uint32_t FP8_SAT_VAL_FP32 = 0x43800000;

    //
    // Data members
    //

    /// Data container
    uint8_t storage;

    /// Ctors.
    CUTLASS_HOST_DEVICE
    float8_base() : storage(0) { }

    /// Is finite implementation
    CUTLASS_HOST_DEVICE
    static bool isfinite(float flt) {
        uint32_t s;

        #if defined(__CUDA_ARCH__)
        s = reinterpret_cast<uint32_t const &>(flt);
        #else
        std::memcpy(&s, &flt, sizeof(s));
        #endif

        return (s & 0x7f800000) < 0x7f800000;
    }

    /// Is NaN implementation
    CUTLASS_HOST_DEVICE
    static bool isnan(float flt) {
        uint32_t s;

        #if defined(__CUDA_ARCH__)
        s = reinterpret_cast<uint32_t const &>(flt);
        #else
        std::memcpy(&s, &flt, sizeof(s));
        #endif

        return (s & 0x7fffffff) > 0x7f800000;
    }

    /// Is infinite implementation
    CUTLASS_HOST_DEVICE
    static bool isinf(float flt) {
        uint32_t s;

        #if defined(__CUDA_ARCH__)
        s = reinterpret_cast<uint32_t const &>(flt);
        #else
        std::memcpy(&s, &flt, sizeof(s));
        #endif

        // Sign = 0 for +inf, 1 for -inf
        // Exponent = all ones
        // Mantissa = all zeros
        return (s == 0x7f800000) || (s == 0xff800000);
    }

    /// FP32 -> FP8 conversion - rounds to nearest even
    CUTLASS_HOST_DEVICE
    static uint8_t convert_float_to_fp8(float const& flt) {

        // software implementation rounds toward nearest even
        uint32_t s;

        #if defined(__CUDA_ARCH__)
        s = reinterpret_cast<uint32_t const &>(flt);
        #else
        std::memcpy(&s, &flt, sizeof(s));
        #endif

        // Extract the bits in the FP32 type
        uint8_t sign = uint8_t((s >> 24 & 0x80));
        int32_t exp = int32_t((s >> FP32_NUM_MANTISSA_BITS) & 0xff) - FP32_EXPONENT_BIAS;
        int mantissa = s & 0x7fffff;
        uint8_t u = 0;

        uint8_t const kF8_NaN = 0x7f;

        // NaN => NaN
        if (isnan(flt)) {
            return kF8_NaN;
        }

        // Inf => MAX_FLT (satfinite)
        if (isinf(flt)) {
            return sign | FP8_MAX_FLT;
        }

        // Special handling
        if (exp == -128) {
            // int8 range is from -128 to 127
            // So 255(inf) - 127(bias) = 128 - will show up as -128

            // satfinite
            return (sign | FP8_MAX_FLT);
        }

        int sticky_bit = 0;

        bool skip_sign = false;
        bool may_be_nan = false;

        if ( (exp >= FP8_MIN_EXPONENT) && (exp <= FP8_MAX_EXPONENT) ) {
            // normal fp32 to normal fp8
            exp = exp + FP8_EXPONENT_BIAS;
            u = uint8_t((uint32_t(exp) & FP8_EXPONENT_MASK) << FP8_NUM_MANTISSA_BITS);
            u = uint8_t(u | (mantissa >> (FP32_NUM_MANTISSA_BITS - FP8_NUM_MANTISSA_BITS)));
        } else if(exp < FP8_MIN_EXPONENT) {
            // normal single-precision to subnormal float8-precision representation
            int rshift = (FP8_MIN_EXPONENT - exp);
            if (rshift < FP32_NUM_BITS) {
                mantissa |= (1 << FP32_NUM_MANTISSA_BITS);

                sticky_bit = ((mantissa & ((1 << rshift) - 1)) != 0);

                mantissa = (mantissa >> rshift);
                u = (uint8_t(mantissa >> (FP32_NUM_MANTISSA_BITS- FP8_NUM_MANTISSA_BITS)) & FP8_MANTISSA_MASK);
            } else {
                mantissa = 0;
                u = 0;
            }
        // Exponent > FP8_MAX_EXPONENT - this is a special case done to match HW
        // 0x4380_0000 to 0x43e0_0000 - maps from 256 to 448, and does not saturate / inf.
        } else {
            if( exp == (FP8_MAX_EXPONENT + 1) ) {
                uint8_t mantissa_tmp = uint8_t(mantissa >> (FP32_NUM_MANTISSA_BITS - FP8_NUM_MANTISSA_BITS));
                if( mantissa_tmp < FP8_MANTISSA_MASK) {
                    exp = exp + FP8_EXPONENT_BIAS;
                    u = uint8_t(uint32_t(exp) << FP8_NUM_MANTISSA_BITS) | mantissa_tmp;
                    may_be_nan =  (mantissa_tmp == (FP8_MANTISSA_MASK-1));
                } else {
                    // satfinite
                    return (sign | FP8_MAX_FLT);
                }
            } else{
                // satfinite
                return (sign | FP8_MAX_FLT);
            }
        }

        // round to nearest even
        int NUM_BITS_SHIFT = FP32_NUM_MANTISSA_BITS - (FP8_NUM_MANTISSA_BITS + 1);
        int round_bit = ((mantissa >> NUM_BITS_SHIFT) & 1);
        sticky_bit |= ((mantissa & ((1 << NUM_BITS_SHIFT) - 1)) != 0);

        if ((round_bit && sticky_bit) || (round_bit && (u & 1))) {
            u = uint8_t(u + 1);
            if( may_be_nan ) {
                skip_sign = true;
            }
        }

        if (u > FP8_MAX_FLT) {
            // satfinite
            u = (sign | FP8_MAX_FLT);
        }

        if( ! skip_sign ) {
            u |= sign;
        }

        return u;
    }


    /// Converts a fp8 value stored as a uint8_t to a float
    CUTLASS_HOST_DEVICE
    static float convert_fp8_to_float(uint8_t const& x) {

        uint32_t constexpr kF32_NaN = 0x7fffffff;

        uint8_t const &f8 = x;
        uint32_t sign = (f8 >> (FP8_NUM_BITS - 1)) & 1;
        uint32_t exp = (f8 >> FP8_NUM_MANTISSA_BITS) & FP8_EXPONENT_MASK;
        uint32_t mantissa = f8 & FP8_MANTISSA_MASK;
        unsigned f = (sign << (FP32_NUM_BITS-1));

        if (IS_E4M3 && exp == 15 && mantissa == 0x7) {
            f = kF32_NaN;
        }
        else if (exp > 0 && (IS_E4M3 || exp < (FP8_MAX_EXPONENT + FP8_EXPONENT_BIAS + 1))) {
            // normal
            exp += (FP32_EXPONENT_BIAS - FP8_EXPONENT_BIAS);
            f = f |
                (exp << FP32_NUM_MANTISSA_BITS) |
                (mantissa << (FP32_NUM_MANTISSA_BITS-FP8_NUM_MANTISSA_BITS));
        } else if (exp == 0) {
            if (mantissa) {
                // subnormal
                exp += (FP32_EXPONENT_BIAS - FP8_EXPONENT_BIAS) + 1;
                while ((mantissa & (1 << FP8_NUM_MANTISSA_BITS)) == 0) {
                    mantissa <<= 1;
                    exp--;
                }
                mantissa &= FP8_MANTISSA_MASK;
                f = f |
                    (exp << FP32_NUM_MANTISSA_BITS) |
                    (mantissa << (FP32_NUM_MANTISSA_BITS-FP8_NUM_MANTISSA_BITS));
            } else {
                // sign-preserving zero
            }
        } else {
            if(mantissa == 0){
                // Sign-preserving infinity
                f = (f | 0x7f800000);
            } else {
                // Canonical NaN
                f = kF32_NaN;
            }
        }

        #if defined(__CUDA_ARCH__)
        return reinterpret_cast<float const&>(f);
        #else
        float flt;
        std::memcpy(&flt, &f, sizeof(flt));
        return flt;
        #endif
    }
};


// Forward declaration of float_e5m2_t to define float_e4m3_t <=> float_e5m2_t
// conversions in class float_e4m3_t
struct float_e5m2_t;


///////////////////////////////////////////////////////////////
///
/// floating-point 8 type : E4M3
///
///////////////////////////////////////////////////////////////
struct alignas(1) float_e4m3_t : float8_base<FloatEncoding::E4M3> {

    using Base = float8_base<FloatEncoding::E4M3>;

    static constexpr int MAX_EXPONENT = Base::FP8_MAX_EXPONENT;

    //
    // Static conversion operators
    //

    /// Constructs from an uint8_t
    CUTLASS_HOST_DEVICE
    static float_e4m3_t bitcast(uint8_t x) {
        float_e4m3_t f;
        f.storage = x;
        return f;
    }

    /// FP32 -> FP8 conversion - rounds to nearest even
    CUTLASS_HOST_DEVICE
    static float_e4m3_t from_float(float const& flt) {
    #if defined(CUDA_PTX_FP8_CVT_ENABLED)
        uint16_t tmp;
        float y = float();
        asm volatile("cvt.rn.satfinite.e4m3x2.f32 %0, %1, %2;" : "=h"(tmp) : "f"(y), "f"(flt));

        return *reinterpret_cast<float_e4m3_t *>(&tmp);
    #else
        return bitcast(Base::convert_float_to_fp8(flt));
    #endif
    }

    /// FP16 -> E5M2 conversion - rounds to nearest even
    CUTLASS_HOST_DEVICE
    static float_e4m3_t from_half(half const& flt) {
    #if defined(CUDA_PTX_FP8_CVT_ENABLED)
        uint16_t tmp = 0;
        uint32_t bits = reinterpret_cast<uint16_t const &>(flt);
        asm volatile("cvt.rn.satfinite.e4m3x2.f16x2 %0, %1;" : "=h"(tmp) : "r"(bits));

        return *reinterpret_cast<float_e4m3_t *>(&tmp);
    #else
        return bitcast(Base::convert_float_to_fp8(__half2float(flt)));
    #endif
    }

    // E4M3 -> half
    CUTLASS_HOST_DEVICE
    static half to_half(float_e4m3_t const& x) {
    #if defined(CUDA_PTX_FP8_CVT_ENABLED)
        uint16_t bits = x.storage;
        uint32_t packed;
        asm volatile("cvt.rn.f16x2.e4m3x2 %0, %1;\n" : "=r"(packed) : "h"(bits));

        return reinterpret_cast<half2 const &>(packed).x;
    #else
        return __float2half(Base::convert_fp8_to_float(x.storage));
    #endif
    }

    // E4M3 -> Float
    CUTLASS_HOST_DEVICE
    static float to_float(float_e4m3_t const& x) {
    #if defined(CUDA_PTX_FP8_CVT_ENABLED)
        uint16_t bits = x.storage;
        uint32_t packed;
        asm volatile("cvt.rn.f16x2.e4m3x2 %0, %1;\n" : "=r"(packed) : "h"(bits));

        return __half2float(reinterpret_cast<half2 const &>(packed).x);
    #else
        return Base::convert_fp8_to_float(x.storage);
    #endif
    }

    //
    // Methods
    //

    /// Constructor inheritance
    using Base::Base;

    /// Default constructor
    float_e4m3_t() = default;

#ifdef CUDA_FP8_ENABLED
    /// Conversion from CUDA's FP8 type
    CUTLASS_HOST_DEVICE
    explicit float_e4m3_t(__nv_fp8_e4m3 x) {
        storage = x.__x;
    }
#endif

    /// Floating point conversion
    CUTLASS_HOST_DEVICE
    explicit float_e4m3_t(float x) {
        storage = from_float(x).storage;
    }

    CUTLASS_HOST_DEVICE
    explicit float_e4m3_t(half x) {
        storage = from_half(x).storage;
    }

    /// Floating point conversion
    CUTLASS_HOST_DEVICE
    explicit float_e4m3_t(double x): float_e4m3_t(float(x)) {
    }

    /// Integer conversion
    CUTLASS_HOST_DEVICE
    explicit float_e4m3_t(int x): float_e4m3_t(float(x)) {
    }

    CUTLASS_HOST_DEVICE
    explicit float_e4m3_t(unsigned x): float_e4m3_t(float(x)) {
    }

    /// E5M2 conversion. Defined after float_e5m2_t is defined.
    CUTLASS_HOST_DEVICE
    explicit float_e4m3_t(float_e5m2_t x);

#ifdef CUDA_FP8_ENABLED
    /// Assignment from CUDA's FP8 type
    CUTLASS_HOST_DEVICE
    float_e4m3_t & operator=(__nv_fp8_e4m3 x) {
        storage = x.__x;
        return *this;
    }
#endif

    /// Converts to float
    CUTLASS_HOST_DEVICE
    operator float() const {
        return to_float(*this);
    }

    /// Converts to half
    CUTLASS_HOST_DEVICE
    operator half() const {
        return to_half(*this);
    }

    /// Converts to float
    CUTLASS_HOST_DEVICE
    explicit operator double() const {
        return double(to_float(*this));
    }

    /// Converts to int
    CUTLASS_HOST_DEVICE
    explicit operator int() const {
    #if defined(__CUDA_ARCH__)
        return __half2int_rn(to_half(*this));
    #else
        return int(to_float(*this));
    #endif
    }

    /// Casts to bool
    CUTLASS_HOST_DEVICE
    explicit operator bool() const {
    #if defined(__CUDA_ARCH__)
        return bool(__half2int_rn(to_half(*this)));
    #else
        return bool(int(to_float(*this)));
    #endif
    }

    /// Accesses raw internal state
    CUTLASS_HOST_DEVICE
    uint8_t& raw() {
        return storage;
    }

    /// Accesses raw internal state
    CUTLASS_HOST_DEVICE
    uint8_t raw() const {
        return storage;
    }

    /// Returns the sign bit
    CUTLASS_HOST_DEVICE
    bool signbit() const {
        return ((storage & (1 << (Base::FP8_NUM_BITS - 1))) != 0);
    }

    /// Returns the biased exponent
    CUTLASS_HOST_DEVICE
    int exponent_biased() const {
        return int((storage >> FP8_NUM_MANTISSA_BITS) & Base::FP8_EXPONENT_MASK);
    }

    /// Returns the unbiased exponent
    CUTLASS_HOST_DEVICE
    int exponent() const {
        return exponent_biased() - 15;
    }

    /// Returns the mantissa
    CUTLASS_HOST_DEVICE
    int mantissa() const {
        return int(storage & Base::FP8_MANTISSA_MASK);
    }

    CUTLASS_HOST_DEVICE
    friend bool isnan(float_e4m3_t const& x) {
      return x.storage == uint8_t(0x7f);
    }

};
///////////////////////////////////////////////////////////////
///
/// floating-point 8 type : E5M2
///
///////////////////////////////////////////////////////////////
struct alignas(1) float_e5m2_t : float8_base<FloatEncoding::E5M2> {

    using Base = float8_base<FloatEncoding::E5M2>;

    static constexpr int MAX_EXPONENT = Base::FP8_MAX_EXPONENT;

    //
    // Static conversion operators
    //

    /// Constructs from an uint8_t
    CUTLASS_HOST_DEVICE
    static float_e5m2_t bitcast(uint8_t x) {
        float_e5m2_t f;
        f.storage = x;
        return f;
    }

    /// FP32 -> FP8 conversion - rounds to nearest even
    CUTLASS_HOST_DEVICE
    static float_e5m2_t from_float(float const& flt) {
    #if defined(CUDA_PTX_FP8_CVT_ENABLED)
        uint16_t tmp;
        float y = float();
        asm volatile("cvt.rn.satfinite.e5m2x2.f32 %0, %1, %2;" : "=h"(tmp) : "f"(y), "f"(flt));

        return *reinterpret_cast<float_e5m2_t *>(&tmp);
    #else
        return bitcast(Base::convert_float_to_fp8(flt));
    #endif
    }

    /// FP16 -> E5M2 conversion - rounds to nearest even
    CUTLASS_HOST_DEVICE
    static float_e5m2_t from_half(half const& flt) {
    #if defined(CUDA_PTX_FP8_CVT_ENABLED)
        uint16_t tmp = 0;
        uint32_t bits = reinterpret_cast<uint16_t const &>(flt);
        asm volatile("cvt.rn.satfinite.e5m2x2.f16x2 %0, %1;" : "=h"(tmp) : "r"(bits));

        return *reinterpret_cast<float_e5m2_t *>(&tmp);
    #else
        return bitcast(Base::convert_float_to_fp8(__half2float(flt)));
    #endif
    }

    // E5M2 -> half
    CUTLASS_HOST_DEVICE
    static half to_half(float_e5m2_t const& x) {
    #if defined(CUDA_PTX_FP8_CVT_ENABLED)
        uint16_t bits = x.storage;
        uint32_t packed;
        asm volatile("cvt.rn.f16x2.e5m2x2 %0, %1;\n" : "=r"(packed) : "h"(bits));

        return reinterpret_cast<half2 const &>(packed).x;
    #else
        return __float2half(Base::convert_fp8_to_float(x.storage));
    #endif
    }

    // E5M2 -> Float
    CUTLASS_HOST_DEVICE
    static float to_float(float_e5m2_t const& x) {
    #if defined(CUDA_PTX_FP8_CVT_ENABLED)
        uint16_t bits = x.storage;
        uint32_t packed;
        asm volatile("cvt.rn.f16x2.e5m2x2 %0, %1;\n" : "=r"(packed) : "h"(bits));

        return __half2float(reinterpret_cast<half2 const &>(packed).x);
    #else
        return Base::convert_fp8_to_float(x.storage);
    #endif
    }

    //
    // Methods
    //

    /// Constructor inheritance
    using Base::Base;

    /// Default constructor
    float_e5m2_t() = default;

#ifdef CUDA_FP8_ENABLED
    /// Conversion from CUDA's FP8 type
    CUTLASS_HOST_DEVICE
    explicit float_e5m2_t(__nv_fp8_e5m2 x) {
        storage = x.__x;
    }
#endif

    /// Floating point conversion
    CUTLASS_HOST_DEVICE
    explicit float_e5m2_t(float x) {
        storage = from_float(x).storage;
    }

    CUTLASS_HOST_DEVICE
    explicit float_e5m2_t(half x) {
      storage = from_half(x).storage;
    }

    /// Floating point conversion
    CUTLASS_HOST_DEVICE
    explicit float_e5m2_t(double x): float_e5m2_t(float(x)) {
    }

    /// Integer conversion
    CUTLASS_HOST_DEVICE
    explicit float_e5m2_t(int x): float_e5m2_t(float(x)) {
    }

    CUTLASS_HOST_DEVICE
    explicit float_e5m2_t(unsigned x): float_e5m2_t(float(x)) {
    }

    /// E4M3 conversion
    CUTLASS_HOST_DEVICE
    explicit float_e5m2_t(float_e4m3_t x);

#ifdef CUDA_FP8_ENABLED
    /// Assignment from CUDA's FP8 type
    CUTLASS_HOST_DEVICE
    float_e5m2_t & operator=(__nv_fp8_e5m2 x) {
        storage = x.__x;
        return *this;
    }
#endif

    /// Converts to float
    CUTLASS_HOST_DEVICE
    operator float() const {
        return to_float(*this);
    }

    /// Converts to half
    CUTLASS_HOST_DEVICE
    operator half() const {
      return to_half(*this);
    }

    /// Converts to float
    CUTLASS_HOST_DEVICE
    explicit operator double() const {
        return double(to_float(*this));
    }

    /// Converts to int
    CUTLASS_HOST_DEVICE
    explicit operator int() const {
    #if defined(__CUDA_ARCH__)
        return __half2int_rn(to_half(*this));
    #else
        return int(to_float(*this));
    #endif
    }

    /// Casts to bool
    CUTLASS_HOST_DEVICE
    explicit operator bool() const {
    #if defined(__CUDA_ARCH__)
        return bool(__half2int_rn(to_half(*this)));
    #else
        return bool(int(to_float(*this)));
    #endif
    }

    /// Accesses raw internal state
    CUTLASS_HOST_DEVICE
    uint8_t& raw() {
        return storage;
    }

    /// Accesses raw internal state
    CUTLASS_HOST_DEVICE
    uint8_t raw() const {
        return storage;
    }

    /// Returns the sign bit
    CUTLASS_HOST_DEVICE
    bool signbit() const {
        return ((storage & (1 << (Base::FP8_NUM_BITS - 1))) != 0);
    }

    /// Returns the biased exponent
    CUTLASS_HOST_DEVICE
    int exponent_biased() const {
        return int((storage >> FP8_NUM_MANTISSA_BITS) & Base::FP8_EXPONENT_MASK);
    }

    /// Returns the unbiased exponent
    CUTLASS_HOST_DEVICE
    int exponent() const {
        return exponent_biased() - 15;
    }

    /// Returns the mantissa
    CUTLASS_HOST_DEVICE
    int mantissa() const {
        return int(storage & Base::FP8_MANTISSA_MASK);
    }
    
    CUTLASS_HOST_DEVICE
    friend bool isnan(float_e5m2_t const& x) {
      return x.storage == uint8_t(0x7f);
    }

};
///////////////////////////////////////////////////////////////////////////////////////////////////
//
// Arithmetic operators
//
///////////////////////////////////////////////////////////////////////////////////////////////////

CUTLASS_HOST_DEVICE
bool operator==(float_e4m3_t const& lhs, float_e4m3_t const& rhs) {
    return float(lhs) == float(rhs);
}

CUTLASS_HOST_DEVICE
bool operator!=(float_e4m3_t const& lhs, float_e4m3_t const& rhs) {
    return float(lhs) != float(rhs);
}

CUTLASS_HOST_DEVICE
bool operator<(float_e4m3_t const& lhs, float_e4m3_t const& rhs) {
    return float(lhs) < float(rhs);
}

CUTLASS_HOST_DEVICE
bool operator<=(float_e4m3_t const& lhs, float_e4m3_t const& rhs) {
    return float(lhs) <= float(rhs);
}

CUTLASS_HOST_DEVICE
bool operator>(float_e4m3_t const& lhs, float_e4m3_t const& rhs) {
    return float(lhs) > float(rhs);
}

CUTLASS_HOST_DEVICE
bool operator>=(float_e4m3_t const& lhs, float_e4m3_t const& rhs) {
    return float(lhs) >= float(rhs);
}

CUTLASS_HOST_DEVICE
float_e4m3_t operator+(float_e4m3_t const& lhs, float_e4m3_t const& rhs) {
    return float_e4m3_t(float(lhs) + float(rhs));
}

CUTLASS_HOST_DEVICE
float_e4m3_t operator-(float_e4m3_t const& lhs) {
    return float_e4m3_t(-float(lhs));
}

CUTLASS_HOST_DEVICE
float_e4m3_t operator-(float_e4m3_t const& lhs, float_e4m3_t const& rhs) {
    return float_e4m3_t(float(lhs) - float(rhs));
}

CUTLASS_HOST_DEVICE
float_e4m3_t operator*(float_e4m3_t const& lhs, float_e4m3_t const& rhs) {
    return float_e4m3_t(float(lhs) * float(rhs));
}

CUTLASS_HOST_DEVICE
float_e4m3_t operator/(float_e4m3_t const& lhs, float_e4m3_t const& rhs) {
    return float_e4m3_t(float(lhs) / float(rhs));
}

CUTLASS_HOST_DEVICE
float_e4m3_t& operator+=(float_e4m3_t & lhs, float_e4m3_t const& rhs) {
    lhs = float_e4m3_t(float(lhs) + float(rhs));
    return lhs;
}

CUTLASS_HOST_DEVICE
float_e4m3_t& operator-=(float_e4m3_t & lhs, float_e4m3_t const& rhs) {
    lhs = float_e4m3_t(float(lhs) - float(rhs));
    return lhs;
}

CUTLASS_HOST_DEVICE
float_e4m3_t& operator*=(float_e4m3_t & lhs, float_e4m3_t const& rhs) {
    lhs = float_e4m3_t(float(lhs) * float(rhs));
    return lhs;
}

CUTLASS_HOST_DEVICE
float_e4m3_t& operator/=(float_e4m3_t & lhs, float_e4m3_t const& rhs) {
    lhs = float_e4m3_t(float(lhs) / float(rhs));
    return lhs;
}

CUTLASS_HOST_DEVICE
float_e4m3_t& operator++(float_e4m3_t & lhs) {
    float tmp(lhs);
    ++tmp;
    lhs = float_e4m3_t(tmp);
    return lhs;
}

CUTLASS_HOST_DEVICE
float_e4m3_t& operator--(float_e4m3_t & lhs) {
    float tmp(lhs);
    --tmp;
    lhs = float_e4m3_t(tmp);
    return lhs;
}

CUTLASS_HOST_DEVICE
float_e4m3_t operator++(float_e4m3_t & lhs, int) {
    float_e4m3_t ret(lhs);
    float tmp(lhs);
    tmp++;
    lhs = float_e4m3_t(tmp);
    return ret;
}

CUTLASS_HOST_DEVICE
float_e4m3_t operator--(float_e4m3_t & lhs, int) {
    float_e4m3_t ret(lhs);
    float tmp(lhs);
    tmp--;
    lhs = float_e4m3_t(tmp);
    return ret;
}

CUTLASS_HOST_DEVICE
bool operator==(float_e5m2_t const& lhs, float_e5m2_t const& rhs) {
    return float(lhs) == float(rhs);
}

CUTLASS_HOST_DEVICE
bool operator!=(float_e5m2_t const& lhs, float_e5m2_t const& rhs) {
    return float(lhs) != float(rhs);
}

CUTLASS_HOST_DEVICE
bool operator<(float_e5m2_t const& lhs, float_e5m2_t const& rhs) {
    return float(lhs) < float(rhs);
}

CUTLASS_HOST_DEVICE
bool operator<=(float_e5m2_t const& lhs, float_e5m2_t const& rhs) {
    return float(lhs) <= float(rhs);
}

CUTLASS_HOST_DEVICE
bool operator>(float_e5m2_t const& lhs, float_e5m2_t const& rhs) {
    return float(lhs) > float(rhs);
}

CUTLASS_HOST_DEVICE
bool operator>=(float_e5m2_t const& lhs, float_e5m2_t const& rhs) {
    return float(lhs) >= float(rhs);
}

CUTLASS_HOST_DEVICE
float_e5m2_t operator+(float_e5m2_t const& lhs, float_e5m2_t const& rhs) {
    return float_e5m2_t(float(lhs) + float(rhs));
}

CUTLASS_HOST_DEVICE
float_e5m2_t operator-(float_e5m2_t const& lhs) {
    return float_e5m2_t(-float(lhs));
}

CUTLASS_HOST_DEVICE
float_e5m2_t operator-(float_e5m2_t const& lhs, float_e5m2_t const& rhs) {
    return float_e5m2_t(float(lhs) - float(rhs));
}

CUTLASS_HOST_DEVICE
float_e5m2_t operator*(float_e5m2_t const& lhs, float_e5m2_t const& rhs) {
    return float_e5m2_t(float(lhs) * float(rhs));
}

CUTLASS_HOST_DEVICE
float_e5m2_t operator/(float_e5m2_t const& lhs, float_e5m2_t const& rhs) {
    return float_e5m2_t(float(lhs) / float(rhs));
}

CUTLASS_HOST_DEVICE
float_e5m2_t& operator+=(float_e5m2_t & lhs, float_e5m2_t const& rhs) {
    lhs = float_e5m2_t(float(lhs) + float(rhs));
    return lhs;
}

CUTLASS_HOST_DEVICE
float_e5m2_t& operator-=(float_e5m2_t & lhs, float_e5m2_t const& rhs) {
    lhs = float_e5m2_t(float(lhs) - float(rhs));
    return lhs;
}

CUTLASS_HOST_DEVICE
float_e5m2_t& operator*=(float_e5m2_t & lhs, float_e5m2_t const& rhs) {
    lhs = float_e5m2_t(float(lhs) * float(rhs));
    return lhs;
}

CUTLASS_HOST_DEVICE
float_e5m2_t& operator/=(float_e5m2_t & lhs, float_e5m2_t const& rhs) {
    lhs = float_e5m2_t(float(lhs) / float(rhs));
    return lhs;
}

CUTLASS_HOST_DEVICE
float_e5m2_t& operator++(float_e5m2_t & lhs) {
    float tmp(lhs);
    ++tmp;
    lhs = float_e5m2_t(tmp);
    return lhs;
}

CUTLASS_HOST_DEVICE
float_e5m2_t& operator--(float_e5m2_t & lhs) {
    float tmp(lhs);
    --tmp;
    lhs = float_e5m2_t(tmp);
    return lhs;
}

CUTLASS_HOST_DEVICE
float_e5m2_t operator++(float_e5m2_t & lhs, int) {
    float_e5m2_t ret(lhs);
    float tmp(lhs);
    tmp++;
    lhs = float_e5m2_t(tmp);
    return ret;
}

CUTLASS_HOST_DEVICE
float_e5m2_t operator--(float_e5m2_t & lhs, int) {
    float_e5m2_t ret(lhs);
    float tmp(lhs);
    tmp--;
    lhs = float_e5m2_t(tmp);
    return ret;
}


///////////////////////////////////////////////////////////////
///
/// floating-point 8 type : UE4M3
///
///////////////////////////////////////////////////////////////
// UE4M3:
//   4 Exponent bits, 3 Mantissa bits
//   Range: [0:448]
//   has_inf: false
//   has_NaN: true
//   has_denorm: true
//   Exponent bias (exp_bias): 7
struct float_ue4m3_t : public float_exmy_base<cutlass::detail::FpEncoding::UE4M3, float_ue4m3_t> {
  using Base = float_exmy_base<cutlass::detail::FpEncoding::UE4M3, float_ue4m3_t>;

  float_ue4m3_t() = default;

  CUTLASS_HOST_DEVICE
  float_ue4m3_t convert_from_float(float const &flt) const {
    #if defined(CUDA_PTX_FP8_CVT_ENABLED)
      uint16_t tmp;
      float y = float();
      asm volatile("cvt.rn.satfinite.e4m3x2.f32 %0, %1, %2;" : "=h"(tmp) : "f"(y), "f"(flt));
      return bitcast(*reinterpret_cast<uint8_t *>(&tmp));
    #else 
      Base::FP32BitRepresentation::Storage fp32_bits = Base::FP32BitRepresentation::to_bits(flt);
      return bitcast(BitRepresentation::convert_from(fp32_bits, Base::FP32BitRepresentation{}));
    #endif
  }

  CUTLASS_HOST_DEVICE
  float convert_to_float(float_ue4m3_t const &x) const {
    #if defined(CUDA_PTX_FP8_CVT_ENABLED)
      uint16_t bits = x.storage;
      uint32_t packed;
      asm volatile("cvt.rn.f16x2.e4m3x2 %0, %1;\n" : "=r"(packed) : "h"(bits));
      return __half2float(reinterpret_cast<half2 const &>(packed).x);
    #else 
      Base::FP32BitRepresentation::Storage fp32_bits;
      fp32_bits = Base::BitRepresentation::convert_to(x.storage, Base::FP32BitRepresentation{});
      return detail::copy_bits<Base::FP32BitRepresentation::Storage, float>(fp32_bits);
    #endif
  }

  CUTLASS_HOST_DEVICE
  explicit float_ue4m3_t(double x) : Base(float(x)) {
  }

  CUTLASS_HOST_DEVICE
  explicit float_ue4m3_t(float x) : Base(x) {
  }

  CUTLASS_HOST_DEVICE
  explicit float_ue4m3_t(int x) : Base(x) {
  }

  CUTLASS_HOST_DEVICE
  explicit float_ue4m3_t(unsigned x) : Base(x) {
  }

  CUTLASS_HOST_DEVICE
  float_ue4m3_t(Base x) : Base(x) {
  }

  CUTLASS_HOST_DEVICE
  friend bool isnan(float_ue4m3_t const& x) {
    return x.storage == uint8_t(0x7f);
  }

};

/// Defines the size of an element in bits - specialized for float_ue4m3_t
template <>
struct sizeof_bits<float_ue4m3_t> {
  static constexpr int value = sizeof_bits<float_exmy_base<cutlass::detail::FpEncoding::UE4M3, float_ue4m3_t>>::value;
};



///////////////////////////////////////////////////////////////
///
/// floating-point 8 type : UE8M0
///
///////////////////////////////////////////////////////////////
// UE8M0:
//   8 Exponent bits, 0 Mantissa bits
//   Range: [2^-127:2^127]
//   has_inf: false
//   has_NaN: true (11111111)
//   has_denorm: true
//   Exponent bias (exp_bias): 8

struct float_ue8m0_t : public float_exmy_base<cutlass::detail::FpEncoding::UE8M0, float_ue8m0_t> {
  using Base = float_exmy_base<cutlass::detail::FpEncoding::UE8M0, float_ue8m0_t>;
  using FP32Bits = typename Base::FP32BitRepresentation;

  float_ue8m0_t() = default;

  CUTLASS_HOST_DEVICE
  float_ue8m0_t convert_from_float(float const &flt) const {
  #if defined(CUDA_PTX_UE8M0_CVT_ENABLED)
    uint16_t out;
    asm volatile(
        "{ cvt.rp.satfinite.ue8m0x2.f32 %0, 0.0, %1; }"
        : "=h"(out) : "f"(flt));      
    return bitcast(*reinterpret_cast<uint8_t *>(&out));
  #else
    if (CUTLASS_CMATH_NAMESPACE::isnan(flt) || CUTLASS_CMATH_NAMESPACE::isinf(flt)) {
      return bitcast(0xFF);
    }
    uint32_t flt_uint32 = cutlass::detail::copy_bits<float, uint32_t>(flt);
    uint8_t exp = (flt_uint32 >> 23) & 0xff;  // Extract the 8 bit exponent
    uint32_t mant = flt_uint32 & 0x7fffff;    // Extract the 23 bit mantissa
    // Do the round up
    // Deals w/ satfinite all at once
    if ((mant > 0) && (exp != 0xFE) && !(exp == 0 && mant <= 0x00400000)) {
      exp++;
    }
    return bitcast(exp);
  #endif
  }

  CUTLASS_HOST_DEVICE
  float convert_to_float(float_ue8m0_t const &x) const {
    //////////////////////////////////////////////////////////////
    // The conversion of UE8M0 to FP32 scale can be done simply
    // with a left shift (No rounding necessary)
    // Note: The base class implements ue8m0 to FP32 based on the rules of float math conversions.
    //       The result of current implementation and base class are aligned.
    //////////////////////////////////////////////////////////////
    #if defined(CUDA_PTX_UE8M0_CVT_ENABLED)
      uint16_t bits = x.storage;
      uint32_t bf16x2_val;
      // E8 -> BF16
      asm volatile(
        "{\n"
        "cvt.rn.bf16x2.ue8m0x2 %0, %1;\n"
        "}\n" : "=r"(bf16x2_val): "h"(bits));
      // BF16 -> FP32
      float f1;
      asm(
        "{\n"
        "prmt.b32 %0, %1, %2, %3;\n"
        "}\n"
          : "=f"(f1) 
          : "r"(0), "r"(bf16x2_val), "r"(0x5410));
      return f1;
    #else
      using FP32Bits = cutlass::detail::FpBitRepresentation<uint32_t, 32, 8, 23, cutlass::detail::NanInfEncoding::IEEE_754>;
      if (x.storage == 0x00) {
        return cutlass::detail::copy_bits<FP32Bits::Storage, float>(0x00400000);
      }
      else if (x.storage == 0xFF) {
        return cutlass::detail::copy_bits<FP32Bits::Storage, float>(0x7fffffff);
      }
      else {
        auto f8 = static_cast<FP32Bits::Storage>(x.storage);
        FP32Bits::Storage f = (f8 << FP32Bits::NUM_MANTISSA_BITS);
        return cutlass::detail::copy_bits<FP32Bits::Storage, float>(f);
      }
    #endif
  }

  CUTLASS_HOST_DEVICE
  explicit float_ue8m0_t(double x) : Base(float(x)) {
  }

  CUTLASS_HOST_DEVICE
  explicit float_ue8m0_t(float x) : Base(x) {
  }

  CUTLASS_HOST_DEVICE
  explicit float_ue8m0_t(int x) : Base(x) {
  }

  CUTLASS_HOST_DEVICE
  explicit float_ue8m0_t(unsigned x) : Base(x) {
  }

  CUTLASS_HOST_DEVICE
  float_ue8m0_t(Base x) : Base(x) {
  }

  CUTLASS_HOST_DEVICE
  friend bool isnan(float_ue8m0_t const& x) {
    return x.storage == uint8_t(0xff);
  }

};

/// Defines the size of an element in bits - specialized for float_ue8m0_t
template <>
struct sizeof_bits<float_ue8m0_t> {
  static constexpr int value = sizeof_bits<float_exmy_base<cutlass::detail::FpEncoding::UE8M0, float_ue8m0_t>>::value;
};


///////////////////////////////////////////////////////////////////////////////////////////////////
//
// float_e4m3_t <=> float_e5m2_t conversions
//
///////////////////////////////////////////////////////////////////////////////////////////////////

/// float_e4m3_t <= float_e5m2_t
CUTLASS_HOST_DEVICE
float_e4m3_t::float_e4m3_t(float_e5m2_t x) {
    storage = from_float(float_e5m2_t::to_float(x)).storage;
}

/// float_e5m2_t <= float_e4m3_t
CUTLASS_HOST_DEVICE
float_e5m2_t::float_e5m2_t(float_e4m3_t x) {
    storage = from_float(float_e4m3_t::to_float(x)).storage;
}

///////////////////////////////////////////////////////////////
///
/// Umbrella floating-point 8-bit data type : type_erased_dynamic_float8_t
/// This umbrella datatype can be enabled when a user provides a specific
/// datatype in runtime argument list.
///
/// Currently supported runtime datatypes compatible with type_erased_dynamic_float8_t:
///   MXF8F6F4Format::E5M2
///   MXF8F6F4Format::E4M3
///
///////////////////////////////////////////////////////////////

union type_erased_dynamic_float8_t {
  uint8_t data;
  cutlass::float_e5m2_t e5m2;
  cutlass::float_e4m3_t e4m3;
  CUTLASS_HOST_DEVICE
  explicit operator cutlass::float_e5m2_t() const {
    return e5m2;
  }

  CUTLASS_HOST_DEVICE
  explicit operator cutlass::float_e4m3_t() const {
    return e4m3;
  }

};



///////////////////////////////////////////////////////////////
/// MX type for float8
/// Intended to be used in builders
///////////////////////////////////////////////////////////////

template <class F8Type>
struct mx_float8_t {
  static_assert(cute::is_same_v<F8Type,cutlass::float_e5m2_t>
                || cute::is_same_v<F8Type,cutlass::float_e4m3_t>
                || cute::is_same_v<F8Type,type_erased_dynamic_float8_t>
                , "Only float_e5m2_t, float_e4m3_t can have scale factors for MXFP8");
  using ScaleFactorType = cutlass::float_ue8m0_t;
  using DataType = F8Type;
};

using type_erased_dynamic_mx_float8_t = mx_float8_t<type_erased_dynamic_float8_t>;


///////////////////////////////////////////////////////////////////////////////////////////////////

} // namespace cutlass

///////////////////////////////////////////////////////////////////////////////////////////////////
//
// Standard Library operations and definitions
//
///////////////////////////////////////////////////////////////////////////////////////////////////

#if !defined(__CUDACC_RTC__)
namespace std {

/// Numeric limits common to all float8 types
template <typename T>
struct float8_base_numeric_limits {
private:
  using F8Type = T;
public:
  static bool const is_specialized = true;
  static bool const is_signed = true;
  static bool const is_integer = false;
  static bool const is_exact = false;
  static bool const has_quiet_NaN = true;
  static bool const has_signaling_NaN = false;
  static std::float_denorm_style const has_denorm = std::denorm_present;
  static bool const has_denorm_loss = true;
  static std::float_round_style const round_style = std::round_to_nearest;
  static bool const is_iec559 = false;
  static bool const is_bounded = true;
  static bool const is_modulo = false;
  static int const digits = F8Type::FP8_NUM_MANTISSA_BITS;

  /// Least positive value
  CUTLASS_HOST_DEVICE
  static F8Type min() { return F8Type::bitcast(0x01); }

  /// Maximum finite value
  CUTLASS_HOST_DEVICE
  static F8Type max() { return F8Type::bitcast(F8Type::FP8_MAX_FLT); }

  /// Returns maximum rounding error
  CUTLASS_HOST_DEVICE
  static F8Type round_error() { return F8Type(0.5f); }

  /// Returns positive infinity value
  CUTLASS_HOST_DEVICE
  static F8Type infinity() { return F8Type::bitcast(F8Type::FP8_INFINITY_MASK); }

  /// Returns quiet NaN value
  CUTLASS_HOST_DEVICE
  static F8Type quiet_NaN() { return F8Type::bitcast(F8Type::FP8_NAN); }

  /// Returns signaling NaN value
  CUTLASS_HOST_DEVICE
  static F8Type signaling_NaN() { return F8Type::bitcast(F8Type::FP8_NAN); }

  /// Returns smallest positive subnormal value
  CUTLASS_HOST_DEVICE
  static F8Type denorm_min() { return F8Type::bitcast(0x01); }
};

/// Numeric limits for float_e4m3_t
template <>
struct numeric_limits<cutlass::float_e4m3_t> :
    public float8_base_numeric_limits<cutlass::float_e4m3_t> {
  static bool const has_infinity = false;

  /// Minimum finite value
  static cutlass::float_e4m3_t lowest() { return cutlass::float_e4m3_t::bitcast(0xfe); }

  /// Machine epsilon, that is, the difference between 1.0 and the next representable value
  static cutlass::float_e4m3_t epsilon() { return cutlass::float_e4m3_t::bitcast(0x20); }
};

/// Numeric limits for float_e5m2_t
template <>
struct numeric_limits<cutlass::float_e5m2_t>  :
    public float8_base_numeric_limits<cutlass::float_e5m2_t> {
  static bool const has_infinity = true;

  /// Minimum finite value
  static cutlass::float_e5m2_t lowest() { return cutlass::float_e5m2_t::bitcast(0xfb); }

  /// Machine epsilon, that is, the difference between 1.0 and the next representable value
  static cutlass::float_e5m2_t epsilon() { return cutlass::float_e5m2_t::bitcast(0x34); }
};


template <typename T>
struct float8_exmy_numeric_limits
{
private:
  using type = T;

public:
  static bool const is_specialized = true;
  static bool const is_signed = true;
  static bool const is_integer = false;
  static bool const is_exact = false;
  static bool const has_quiet_NaN = true;
  static bool const has_signaling_NaN = false;
  static bool const has_denorm_loss = true;
  static cutlass::platform::float_denorm_style const has_denorm = cutlass::platform::denorm_present;
  static cutlass::platform::float_round_style const round_style = cutlass::platform::round_to_nearest;
  static bool const is_iec559 = false;
  static bool const is_bounded = true;
  static bool const is_modulo = false;
  static int const digits = type::Base::BitRepresentation::NUM_MANTISSA_BITS;
  static bool const has_infinity = false;

  /// Least positive value
  CUTLASS_HOST_DEVICE
  static type min() { return type::bitcast(0x01); }

  /// Maximum finite value
  CUTLASS_HOST_DEVICE
  static type max() { return type::bitcast(type::Base::BitRepresentation::MAX_VALUE); }

  /// Returns maximum rounding error
  CUTLASS_HOST_DEVICE
  static type round_error() { return type(0.5f); }

  /// Returns positive infinity value
  CUTLASS_HOST_DEVICE
  static type infinity() { return type::bitcast(type::Base::BitRepresentation::INF_MASK); }

  /// Returns quiet NaN value
  CUTLASS_HOST_DEVICE
  static type quiet_NaN() { return type::bitcast(type::Base::BitRepresentation::INF_MASK); }

  /// Returns signaling NaN value
  CUTLASS_HOST_DEVICE
  static type signaling_NaN() { return type::bitcast(type::Base::BitRepresentation::INF_MASK); }

  /// Returns smallest positive subnormal value
  CUTLASS_HOST_DEVICE
  static type denorm_min() { return type::bitcast(0x01); }
};

/// Numeric limits for float_ue8m0_t
template <>
struct numeric_limits<cutlass::float_ue8m0_t> :
    public float8_exmy_numeric_limits<cutlass::float_ue8m0_t> {
  static bool const has_infinity = false;
  static bool const is_signed = false;

  /// Minimum finite value
  static cutlass::float_ue8m0_t lowest() { return cutlass::float_ue8m0_t::bitcast(0xfe); }

  /// Machine epsilon, that is, the difference between 1.0 and the next representable value (2^0)
  static cutlass::float_ue8m0_t epsilon() { return cutlass::float_ue8m0_t::bitcast(0x7f); }
};


}  // namespace std
#endif

namespace cutlass {
namespace platform {

/// Numeric limits common to all float8 types
template <typename T>
struct float8_base_numeric_limits {
private:
  using F8Type = T;
public:
  static bool const is_specialized = true;
  static bool const is_signed = true;
  static bool const is_integer = false;
  static bool const is_exact = false;
  static bool const has_quiet_NaN = true;
  static bool const has_signaling_NaN = false;
#if !defined(__CUDACC_RTC__)
  static std::float_denorm_style const has_denorm = std::denorm_present;
#endif
  static bool const has_denorm_loss = true;
#if !defined(__CUDACC_RTC__)
  static std::float_round_style const round_style = std::round_to_nearest;
#endif
  static bool const is_iec559 = false;
  static bool const is_bounded = true;
  static bool const is_modulo = false;
  static int const digits = F8Type::FP8_NUM_MANTISSA_BITS;

  /// Least positive value
  CUTLASS_HOST_DEVICE
  static F8Type min() { return F8Type::bitcast(0x01); }

  /// Maximum finite value
  CUTLASS_HOST_DEVICE
  static F8Type max() { return F8Type::bitcast(F8Type::FP8_MAX_FLT); }

  /// Returns maximum rounding error
  CUTLASS_HOST_DEVICE
  static F8Type round_error() { return F8Type(0.5f); }

  /// Returns positive infinity value
  CUTLASS_HOST_DEVICE
  static F8Type infinity() { return F8Type::bitcast(F8Type::FP8_INFINITY_MASK); }

  /// Returns quiet NaN value
  CUTLASS_HOST_DEVICE
  static F8Type quiet_NaN() { return F8Type::bitcast(F8Type::FP8_NAN); }

  /// Returns signaling NaN value
  CUTLASS_HOST_DEVICE
  static F8Type signaling_NaN() { return F8Type::bitcast(F8Type::FP8_NAN); }

  /// Returns smallest positive subnormal value
  CUTLASS_HOST_DEVICE
  static F8Type denorm_min() { return F8Type::bitcast(0x01); }
};

/// Forward Declaration
template <class T>
struct numeric_limits;

/// Numeric limits for float_e4m3_t
template <>
struct numeric_limits<cutlass::float_e4m3_t> :
    public float8_base_numeric_limits<cutlass::float_e4m3_t> {
  static bool const has_infinity = false;

  /// Minimum finite value
  static cutlass::float_e4m3_t lowest() { return cutlass::float_e4m3_t::bitcast(0xfe); }

  /// Machine epsilon, that is, the difference between 1.0 and the next representable value
  static cutlass::float_e4m3_t epsilon() { return cutlass::float_e4m3_t::bitcast(0x20); }
};

/// Numeric limits for float_e5m2_t
template <>
struct numeric_limits<cutlass::float_e5m2_t>  :
    public float8_base_numeric_limits<cutlass::float_e5m2_t> {
  static bool const has_infinity = true;

  /// Minimum finite value
  static cutlass::float_e5m2_t lowest() { return cutlass::float_e5m2_t::bitcast(0xfb); }

  /// Machine epsilon, that is, the difference between 1.0 and the next representable value
  static cutlass::float_e5m2_t epsilon() { return cutlass::float_e5m2_t::bitcast(0x34); }
};


template <typename T>
struct float8_exmy_numeric_limits
{
private:
  using type = T;

public:
  static bool const is_specialized = true;
  static bool const is_signed = true;
  static bool const is_integer = false;
  static bool const is_exact = false;
  static bool const has_quiet_NaN = true;
  static bool const has_signaling_NaN = false;
  static bool const has_denorm_loss = true;
  static cutlass::platform::float_denorm_style const has_denorm = cutlass::platform::denorm_present;
  static cutlass::platform::float_round_style const round_style = cutlass::platform::round_to_nearest;
  static bool const is_iec559 = false;
  static bool const is_bounded = true;
  static bool const is_modulo = false;
  static int const digits = type::Base::BitRepresentation::NUM_MANTISSA_BITS;
  static bool const has_infinity = false;

  /// Least positive value
  CUTLASS_HOST_DEVICE
  static type min() { return type::bitcast(0x01); }

  /// Maximum finite value
  CUTLASS_HOST_DEVICE
  static type max() { return type::bitcast(type::Base::BitRepresentation::MAX_VALUE); }

  /// Returns maximum rounding error
  CUTLASS_HOST_DEVICE
  static type round_error() { return type(0.5f); }

  /// Returns positive infinity value
  CUTLASS_HOST_DEVICE
  static type infinity() { return type::bitcast(type::Base::BitRepresentation::INF_MASK); }

  /// Returns quiet NaN value
  CUTLASS_HOST_DEVICE
  static type quiet_NaN() { return type::bitcast(type::Base::BitRepresentation::INF_MASK); }

  /// Returns signaling NaN value
  CUTLASS_HOST_DEVICE
  static type signaling_NaN() { return type::bitcast(type::Base::BitRepresentation::INF_MASK); }

  /// Returns smallest positive subnormal value
  CUTLASS_HOST_DEVICE
  static type denorm_min() { return type::bitcast(0x01); }
};

/// Numeric limits for float_ue8m0_t
template <>
struct numeric_limits<cutlass::float_ue8m0_t> :
    public float8_exmy_numeric_limits<cutlass::float_ue8m0_t> {
  static bool const has_infinity = false;
  static bool const is_signed = false;

  /// Minimum finite value
  static cutlass::float_ue8m0_t lowest() { return cutlass::float_ue8m0_t::bitcast(0xfe); }

  /// Machine epsilon, that is, the difference between 1.0 and the next representable value (2^0)
  static cutlass::float_ue8m0_t epsilon() { return cutlass::float_ue8m0_t::bitcast(0x7f); }
};


}  // namespace platform

}  // namespace cutlass

///////////////////////////////////////////////////////////////////////////////////////////////////

//
// User-defined literals
//

CUTLASS_HOST_DEVICE
cutlass::float_e4m3_t operator "" _fe4m3(long double x) {
  return cutlass::float_e4m3_t(float(x));
}

CUTLASS_HOST_DEVICE
cutlass::float_e4m3_t operator "" _fe4m3(unsigned long long int x) {
  return cutlass::float_e4m3_t(int(x));
}


CUTLASS_HOST_DEVICE
cutlass::float_ue4m3_t operator "" _fue4m3(long double x) {
  return cutlass::float_ue4m3_t(float(x));
}

CUTLASS_HOST_DEVICE
cutlass::float_ue4m3_t operator "" _fue4m3(unsigned long long int x) {
  return cutlass::float_ue4m3_t(int(x));
}


CUTLASS_HOST_DEVICE
cutlass::float_e5m2_t operator "" _fe5m2(long double x) {
  return cutlass::float_e5m2_t(float(x));
}

CUTLASS_HOST_DEVICE
cutlass::float_e5m2_t operator "" _fe5m2(unsigned long long int x) {
  return cutlass::float_e5m2_t(int(x));
}


CUTLASS_HOST_DEVICE
cutlass::float_ue8m0_t operator "" _fue8m0(long double x)
{
  return cutlass::float_ue8m0_t(float(x));
}

CUTLASS_HOST_DEVICE
cutlass::float_ue8m0_t operator "" _fue8m0(unsigned long long int x)
{
  return cutlass::float_ue8m0_t(int(x));
}


/////////////////////////////////////////////////////////////////////////////////////////////////