/*************************************************************************
 * Copyright (c) 2022-2025, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
 *
 * See LICENSE for license information.
 ************************************************************************/
#pragma once

#include <ATen/ATen.h>

// Forward/backward compatiblity hack around
// https://github.com/pytorch/pytorch/commit/3aeb78079bcd68282fe9117088e138b77318e288
// pending more future-proof guidance from upstream.
// struct TypeShim
// {
//   const at::Type& payload;
//   TypeShim(const at::Type& type) : payload(type) {}
//   // Enable trivial conversion to a const at::Type& for pre-3aeb78
//   operator const at::Type&(){ return payload; };
//   // Enable dispatch switch statements to take *this directly for  post-3aeb78
//   //operator at::ScalarType(){ return payload.; };
// };

#define DISPATCH_FLOAT_AND_HALF(TYPE, LEVEL, NAME, ...)               \
  switch (TYPE) {                                                     \
    case at::ScalarType::Float: {                                     \
      using scalar_t_##LEVEL = float;                                 \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    case at::ScalarType::Half: {                                      \
      using scalar_t_##LEVEL = at::Half;                              \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    default:                                                          \
      AT_ERROR(#NAME, " not implemented for '", toString(TYPE), "'"); \
  }

#define DISPATCH_FLOAT_HALF_AND_BFLOAT(TYPE, LEVEL, NAME, ...)        \
  switch (TYPE) {                                                     \
    case at::ScalarType::Float: {                                     \
      using scalar_t_##LEVEL = float;                                 \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    case at::ScalarType::Half: {                                      \
      using scalar_t_##LEVEL = at::Half;                              \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    case at::ScalarType::BFloat16: {                                  \
      using scalar_t_##LEVEL = at::BFloat16;                          \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    default:                                                          \
      AT_ERROR(#NAME, " not implemented for '", toString(TYPE), "'"); \
  }

#define DISPATCH_FLOAT_HALF_AND_BYTE(TYPE, LEVEL, NAME, ...)          \
  switch (TYPE) {                                                     \
    case at::ScalarType::Float: {                                     \
      using scalar_t_##LEVEL = float;                                 \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    case at::ScalarType::Half: {                                      \
      using scalar_t_##LEVEL = at::Half;                              \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    case at::ScalarType::Byte: {                                      \
      using scalar_t_##LEVEL = uint8_t;                               \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    default:                                                          \
      AT_ERROR(#NAME, " not implemented for '", toString(TYPE), "'"); \
  }

#define DISPATCH_DOUBLE_FLOAT_AND_HALF(TYPE, LEVEL, NAME, ...)        \
  switch (TYPE) {                                                     \
    case at::ScalarType::Double: {                                    \
      using scalar_t_##LEVEL = double;                                \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    case at::ScalarType::Float: {                                     \
      using scalar_t_##LEVEL = float;                                 \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    case at::ScalarType::Half: {                                      \
      using scalar_t_##LEVEL = at::Half;                              \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    default:                                                          \
      AT_ERROR(#NAME, " not implemented for '", toString(TYPE), "'"); \
  }

#define DISPATCH_DOUBLE_FLOAT_HALF_AND_BFLOAT(TYPE, LEVEL, NAME, ...) \
  switch (TYPE) {                                                     \
    case at::ScalarType::Double: {                                    \
      using scalar_t_##LEVEL = double;                                \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    case at::ScalarType::Float: {                                     \
      using scalar_t_##LEVEL = float;                                 \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    case at::ScalarType::Half: {                                      \
      using scalar_t_##LEVEL = at::Half;                              \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    case at::ScalarType::BFloat16: {                                  \
      using scalar_t_##LEVEL = at::BFloat16;                          \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    default:                                                          \
      AT_ERROR(#NAME, " not implemented for '", toString(TYPE), "'"); \
  }

#define DISPATCH_DOUBLE_AND_FLOAT(TYPE, LEVEL, NAME, ...)             \
  switch (TYPE) {                                                     \
    case at::ScalarType::Double: {                                    \
      using scalar_t_##LEVEL = double;                                \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    case at::ScalarType::Float: {                                     \
      using scalar_t_##LEVEL = float;                                 \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    default:                                                          \
      AT_ERROR(#NAME, " not implemented for '", toString(TYPE), "'"); \
  }

#define DISPATCH_HALF_AND_BFLOAT(TYPE, NAME, ...)                     \
  switch (TYPE) {                                                     \
    case at::ScalarType::Half: {                                      \
      using scalar_t = at::Half;                                      \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    case at::ScalarType::BFloat16: {                                  \
      using scalar_t = at::BFloat16;                                  \
      __VA_ARGS__;                                                    \
      break;                                                          \
    }                                                                 \
    default:                                                          \
      AT_ERROR(#NAME, " not implemented for '", toString(TYPE), "'"); \
  }

#define DISPATCH_FLOAT_HALF_AND_BFLOAT_INOUT_TYPES(TYPEIN, TYPEOUT, NAME, ...) \
  switch (TYPEIN) {                                                            \
    case at::ScalarType::Float: {                                              \
      using scalar_t_in = float;                                               \
      switch (TYPEOUT) {                                                       \
        case at::ScalarType::Float: {                                          \
          using scalar_t_out = float;                                          \
          __VA_ARGS__;                                                         \
          break;                                                               \
        }                                                                      \
        case at::ScalarType::Half: {                                           \
          using scalar_t_out = at::Half;                                       \
          __VA_ARGS__;                                                         \
          break;                                                               \
        }                                                                      \
        case at::ScalarType::BFloat16: {                                       \
          using scalar_t_out = at::BFloat16;                                   \
          __VA_ARGS__;                                                         \
          break;                                                               \
        }                                                                      \
        default:                                                               \
          AT_ERROR(#NAME, " not implemented for '", toString(TYPEOUT), "'");   \
      }                                                                        \
      break;                                                                   \
    }                                                                          \
    case at::ScalarType::Half: {                                               \
      using scalar_t_in = at::Half;                                            \
      using scalar_t_out = at::Half;                                           \
      __VA_ARGS__;                                                             \
      break;                                                                   \
    }                                                                          \
    case at::ScalarType::BFloat16: {                                           \
      using scalar_t_in = at::BFloat16;                                        \
      using scalar_t_out = at::BFloat16;                                       \
      __VA_ARGS__;                                                             \
      break;                                                                   \
    }                                                                          \
    default:                                                                   \
      AT_ERROR(#NAME, " not implemented for '", toString(TYPEIN), "'");        \
  }

#define DISPATCH_DOUBLE_FLOAT_HALF_AND_BFLOAT_INOUT_TYPES(TYPEIN, TYPEOUT, NAME, ...) \
  switch (TYPEIN) {                                                                   \
    case at::ScalarType::Double: {                                                    \
      using scalar_t_in = double;                                                     \
      switch (TYPEOUT) {                                                              \
        case at::ScalarType::Double: {                                                \
          using scalar_t_out = double;                                                \
          __VA_ARGS__;                                                                \
          break;                                                                      \
        }                                                                             \
        case at::ScalarType::Float: {                                                 \
          using scalar_t_out = float;                                                 \
          __VA_ARGS__;                                                                \
          break;                                                                      \
        }                                                                             \
        case at::ScalarType::Half: {                                                  \
          using scalar_t_out = at::Half;                                              \
          __VA_ARGS__;                                                                \
          break;                                                                      \
        }                                                                             \
        case at::ScalarType::BFloat16: {                                              \
          using scalar_t_out = at::BFloat16;                                          \
          __VA_ARGS__;                                                                \
          break;                                                                      \
        }                                                                             \
        default:                                                                      \
          AT_ERROR(#NAME, " not implemented for '", toString(TYPEOUT), "'");          \
      }                                                                               \
      break;                                                                          \
    }                                                                                 \
    case at::ScalarType::Float: {                                                     \
      using scalar_t_in = float;                                                      \
      switch (TYPEOUT) {                                                              \
        case at::ScalarType::Float: {                                                 \
          using scalar_t_out = float;                                                 \
          __VA_ARGS__;                                                                \
          break;                                                                      \
        }                                                                             \
        case at::ScalarType::Half: {                                                  \
          using scalar_t_out = at::Half;                                              \
          __VA_ARGS__;                                                                \
          break;                                                                      \
        }                                                                             \
        case at::ScalarType::BFloat16: {                                              \
          using scalar_t_out = at::BFloat16;                                          \
          __VA_ARGS__;                                                                \
          break;                                                                      \
        }                                                                             \
        default:                                                                      \
          AT_ERROR(#NAME, " not implemented for '", toString(TYPEOUT), "'");          \
      }                                                                               \
      break;                                                                          \
    }                                                                                 \
    case at::ScalarType::Half: {                                                      \
      using scalar_t_in = at::Half;                                                   \
      using scalar_t_out = at::Half;                                                  \
      __VA_ARGS__;                                                                    \
      break;                                                                          \
    }                                                                                 \
    case at::ScalarType::BFloat16: {                                                  \
      using scalar_t_in = at::BFloat16;                                               \
      using scalar_t_out = at::BFloat16;                                              \
      __VA_ARGS__;                                                                    \
      break;                                                                          \
    }                                                                                 \
    default:                                                                          \
      AT_ERROR(#NAME, " not implemented for '", toString(TYPEIN), "'");               \
  }

template <typename T>
__device__ __forceinline__ T
reduce_block_into_lanes(T *x, T val, int lanes = 1,
                        bool share_result = false) {  // lanes is intended to be <= 32.
  int tid = threadIdx.x + threadIdx.y * blockDim.x;
  int blockSize = blockDim.x * blockDim.y;  // blockSize is intended to be a multiple of 32.

  if (blockSize >= 64) {
    x[tid] = val;
    __syncthreads();
  }

#pragma unroll
  for (int i = (blockSize >> 1); i >= 64; i >>= 1) {
    if (tid < i) x[tid] = x[tid] + x[tid + i];
    __syncthreads();
  }

  T final;

  if (tid < 32) {
    if (blockSize >= 64)
      final = x[tid] + x[tid + 32];
    else
      final = val;
      // __SYNCWARP();

#pragma unroll
    for (int i = 16; i >= lanes; i >>= 1) final = final + __shfl_down_sync(0xffffffff, final, i);
  }

  if (share_result) {
    if (tid < lanes) x[tid] = final;  // EpilogueOp
    // Make sure the smem result is visible to all warps.
  }
  __syncthreads();
  // Avoid potential write before read race when reduce_block_into_lanes is called back to back

  return final;
}

template <typename T>
__device__ __forceinline__ T
reduce_block_into_lanes_max_op(T *x, T val, int lanes = 1,
                               bool share_result = false) {  // lanes is intended to be <= 32.
  int tid = threadIdx.x + threadIdx.y * blockDim.x;
  int blockSize = blockDim.x * blockDim.y;  // blockSize is intended to be a multiple of 32.

  if (blockSize >= 64) {
    x[tid] = val;
    __syncthreads();
  }

#pragma unroll
  for (int i = (blockSize >> 1); i >= 64; i >>= 1) {
    if (tid < i) x[tid] = fmaxf(fabsf(x[tid]), fabsf(x[tid + i]));
    __syncthreads();
  }

  T final;

  if (tid < 32) {
    if (blockSize >= 64)
      final = fmaxf(fabsf(x[tid]), fabsf(x[tid + 32]));
    else
      final = val;
      // __SYNCWARP();

#pragma unroll
    for (int i = 16; i >= lanes; i >>= 1)
      final = fmaxf(fabsf(final), fabsf(__shfl_down_sync(0xffffffff, final, i)));
  }

  if (share_result) {
    if (tid < lanes) x[tid] = final;  // EpilogueOp
    // Make sure the smem result is visible to all warps.
    __syncthreads();
  }

  return final;
}
