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/* \file
   \brief Gemm Profiler
*/

#pragma once

#include <vector>
#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 GemmOperationProfiler : public OperationProfiler {
public:

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

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

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

    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};
    // 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;

    //
    // Methods
    //

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

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

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

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

  /// Workspace used
  struct GemmWorkspace {

    DeviceAllocation *A{nullptr};
    DeviceAllocation *B{nullptr};
    DeviceAllocation *C{nullptr};
    DeviceAllocation *Computed{nullptr};
    DeviceAllocation *Reference{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::GemmUniversalArguments 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
  GemmOperationProfiler(Options const &options);

  /// Destructor
  virtual ~GemmOperationProfiler();

  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:

  /// Initializes the performance result
  void initialize_result_(
    PerformanceResult &result,
    Options const &options,
    library::GemmDescription 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_(
    double &runtime,
    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

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

