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/* \file
   \brief Blockscale Gemm Profiler
*/



#pragma once

#include <vector>
#include <array>
#include <string>
#include <memory>
#include <algorithm>
#include <unordered_map>

// CUTLASS Library includes
#include "cutlass/library/library.h"
#include "cutlass/library/util.h"
#include "cutlass/library/manifest.h"

// Profiler includes
#include "options.h"
#include "device_context.h"
#include "operation_profiler.h"
#include "performance_result.h"
#include "problem_space.h"
#include "reduction_operation_profiler.h"

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

namespace cutlass {
namespace profiler {

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

/// Abstract base class for each math function
class BlockScaledGemmOperationProfiler : public OperationProfiler {
public:

  /// Problem structure obtained from problem space
  struct GemmProblem {

    cutlass::library::GemmUniversalMode mode{library::GemmUniversalMode::kGemm};

    /// For profiling purposes
    std::vector<gemm::GemmCoord> problem_sizes;
    std::vector<std::array<int64_t, 3>> leading_dims;
    std::vector<std::array<int64_t, 3>> preferred_clusters;
    std::vector<std::array<int64_t, 3>> fallback_clusters;
    std::vector<cutlass::library::RasterOrder> raster_orders;
    std::vector<int> swizzle_sizes;

    int64_t m{16};
    int64_t n{16};
    int64_t k{16};

    
    int cluster_m{1};
    int cluster_n{1};
    int cluster_k{1};
    int cluster_m_fallback{1};
    int cluster_n_fallback{1};
    int cluster_k_fallback{1};
    

    int64_t lda{0};
    int64_t ldb{0};
    int64_t ldc{0};
    std::vector<uint8_t> alpha;
    std::vector<uint8_t> beta;

    cutlass::library::SplitKMode split_k_mode{library::SplitKMode::kNone};
    int split_k_slices{1};
    int batch_count{1};

    cutlass::library::RasterOrder raster_order{cutlass::library::RasterOrder::kHeuristic};
    int swizzle_size{1};

    
    cutlass::library::RuntimeDatatype runtime_input_datatype_a{};
    cutlass::library::RuntimeDatatype runtime_input_datatype_b{};
    

    // gemm with parallel interleaved reduction
    // gemm epilogue (alpha, beta) = (1.0, 0.0)
    // reduction epilogue (alpha, beta) = (GemmProblem::alpha, GemmProblem::beta)
    std::vector<uint8_t> alpha_one;
    std::vector<uint8_t> beta_zero;

    bool use_pdl{false};
    //
    // Methods
    //

    /// Parses the problem
    Status parse(
      library::BlockScaledGemmDescription const &operation_desc,
      ProblemSpace const &problem_space,
      ProblemSpace::Problem const &problem);

    int64_t bytes_with_problem_shape(
      library::BlockScaledGemmDescription const &operation_desc,
      gemm::GemmCoord const &problem_shape) const;

    int64_t flops_with_problem_shape(
      library::BlockScaledGemmDescription const &operation_desc,
      gemm::GemmCoord const &problem_shape) const;

    /// Total number of bytes loaded
    int64_t bytes(library::BlockScaledGemmDescription const &operation_desc) const;

    /// Total number of flops computed
    int64_t flops(library::BlockScaledGemmDescription const &operation_desc) const;

    /// Initializes a performance result
    void initialize_result(
      PerformanceResult &result,
      library::BlockScaledGemmDescription const &operation_desc,
      ProblemSpace const &problem_space);
  };

  /// Workspace used 
  struct GemmWorkspace {

    DeviceAllocation *A{nullptr};
    DeviceAllocation *SFA{nullptr};
    DeviceAllocation *B{nullptr};
    DeviceAllocation *SFB{nullptr};
    DeviceAllocation *C{nullptr};
    DeviceAllocation *Computed{nullptr};
    DeviceAllocation *Reference{nullptr};
    DeviceAllocation *Computed_SFD{nullptr}; 
    DeviceAllocation *Reference_SFD{nullptr}; 
    DeviceAllocation *Norm_constant{nullptr}; 

    /// Number of copies of the problem workspace which are visited sequentially during
    /// profiling to avoid camping in the last level cache.
    int problem_count{1};

    library::GemmUniversalConfiguration configuration;
    library::BlockScaledGemmArguments arguments;

    /// Buffer used for the operation's host workspace
    std::vector<uint8_t> host_workspace;

    /// Buffer used for the operations' device workspace
    DeviceAllocation device_workspace;

    /// Library configuration and arguments for reduction operator
    library::ReductionConfiguration reduction_configuration;
    library::ReductionArguments reduction_arguments;

    /// Buffer used for the cutlass reduction operations' host workspace
    std::vector<uint8_t> reduction_host_workspace;
  };

protected:

  //
  // Data members
  //

  /// GEMM problem obtained from problem space
  GemmProblem problem_;

  /// Device memory allocations 
  GemmWorkspace gemm_workspace_;

  /// CUTLASS parallel reduction operation to follow this* gemm operation
  library::Operation const *reduction_op_;

public:
  //
  // Methods
  //

  /// Ctor
  BlockScaledGemmOperationProfiler(Options const &options);

  /// Destructor
  virtual ~BlockScaledGemmOperationProfiler();

  GemmProblem const& problem() const { return problem_; }

  /// Prints usage statement for the math function
  virtual void print_usage(std::ostream &out) const;

  /// Prints examples
  virtual void print_examples(std::ostream &out) const;

  /// Extracts the problem dimensions
  virtual Status initialize_configuration(
    Options const &options, 
    PerformanceReport &report, 
    DeviceContext &device_context,
    library::Operation const *operation,
    ProblemSpace const &problem_space,
    ProblemSpace::Problem const &problem);

  /// Initializes workspace
  virtual Status initialize_workspace(
    Options const &options, 
    PerformanceReport &report, 
    DeviceContext &device_context,
    library::Operation const *operation,
    ProblemSpace const &problem_space,
    ProblemSpace::Problem const &problem);

  /// Verifies CUTLASS against references
  virtual bool verify_cutlass(
    Options const &options,  
    PerformanceReport &report,
    DeviceContext &device_context,
    library::Operation const *operation,
    ProblemSpace const &problem_space,
    ProblemSpace::Problem const &problem);

  /// Measures performance results
  virtual bool profile(
    Options const &options, 
    PerformanceReport &report, 
    DeviceContext &device_context,
    library::Operation const *operation,
    ProblemSpace const &problem_space,
    ProblemSpace::Problem const &problem);

protected:

  /// Update workspace configuration according to flexible user setups
  void update_workspace_(
    GemmWorkspace &gemm_workspace,
    gemm::GemmCoord const &problem_shape,
    std::array<int64_t, 3> const &leading_dim,
    std::array<int64_t, 3> const &preferred_cluster,
    std::array<int64_t, 3> const &fallback_cluster,
    cutlass::library::RasterOrder const &raster_order,
    int swizzle_size);

  /// Update performance result configuration according to flexible user setups
  void update_result_(
    PerformanceResult &result,
    library::BlockScaledGemmDescription const &operation_desc,
    ProblemSpace const &problem_space,
    gemm::GemmCoord const &problem_shape,
    cutlass::library::RasterOrder const &raster_order,
    std::array<int64_t, 3> const &preferred_cluster,
    std::array<int64_t, 3> const &fallback_cluster,
    int swizzle_size);

  /// Initializes the performance result
  void initialize_result_(
    PerformanceResult &result,
    Options const &options,  
    library::BlockScaledGemmDescription const &operation_desc,
    ProblemSpace const &problem_space);

  /// Verifies CUTLASS against references
  bool verify_with_cublas_(
    Options const &options,  
    PerformanceReport &report,
    DeviceContext &device_context,
    library::Operation const *operation,
    ProblemSpace const &problem_space,
    ProblemSpace::Problem const &problem);

  /// Verifies CUTLASS against host and device references
  bool verify_with_reference_(
    Options const &options,  
    PerformanceReport &report,
    DeviceContext &device_context,
    library::Operation const *operation,
    ProblemSpace const &problem_space,
    ProblemSpace::Problem const &problem,
    cutlass::library::NumericTypeID element_A,
    cutlass::library::NumericTypeID element_B);

  /// Method to profile a CUTLASS Operation
  Status profile_cutlass_(
    PerformanceResult &result,
    Options const &options,
    library::Operation const *operation,
    void *arguments,
    void *host_workspace,
    void *device_workspace);

  /// Initialize reduction problem dimensions and library::Operation
  bool initialize_reduction_configuration_(
    library::Operation const *operation,
    ProblemSpace::Problem const &problem);
};

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

} // namespace profiler
} // namespace cutlass

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

