/*

   BLIS
   An object-based framework for developing high-performance BLAS-like
   libraries.

   Copyright (C) 2014, The University of Texas at Austin
   Copyright (C) 2018 - 2019, Advanced Micro Devices, Inc.

   Redistribution and use in source and binary forms, with or without
   modification, are permitted provided that the following conditions are
   met:
    - Redistributions of source code must retain the above copyright
      notice, this list of conditions and the following disclaimer.
    - 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.
    - Neither the name(s) of the copyright holder(s) 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.

*/

#include "blis.h"
#include "test_libblis.h"


// Static variables.
static char*     op_str                    = "gemm";
static char*     o_types                   = "mmm"; // a b c
static char*     p_types                   = "hh";  // transa transb
static thresh_t  thresh[BLIS_NUM_FP_TYPES] = { { 1e-04, 1e-05 },   // warn, pass for s
                                               { 1e-04, 1e-05 },   // warn, pass for c
                                               { 1e-13, 1e-14 },   // warn, pass for d
                                               { 1e-13, 1e-14 } }; // warn, pass for z

// Local prototypes.
void libblis_test_gemm_deps
     (
       thread_data_t* tdata,
       test_params_t* params,
       test_op_t*     op
     );

void libblis_test_gemm_experiment
     (
       test_params_t* params,
       test_op_t*     op,
       iface_t        iface,
       char*          dc_str,
       char*          pc_str,
       char*          sc_str,
       unsigned int   p_cur,
       double*        perf,
       double*        resid
     );

void libblis_test_gemm_md
     (
       test_params_t* params,
       test_op_t*     op,
       iface_t        iface,
       char*          dc_str,
       char*          pc_str,
       char*          sc_str,
       unsigned int   p_cur,
       double*        perf,
       double*        resid
     );

void libblis_test_gemm_impl
     (
       iface_t   iface,
       obj_t*    alpha,
       obj_t*    a,
       obj_t*    b,
       obj_t*    beta,
       obj_t*    c
     );

void libblis_test_gemm_check
     (
       test_params_t* params,
       obj_t*         alpha,
       obj_t*         a,
       obj_t*         b,
       obj_t*         beta,
       obj_t*         c,
       obj_t*         c_orig,
       double*        resid
     );

void libblis_test_gemm_md_check
     (
       test_params_t* params,
       obj_t*         alpha,
       obj_t*         a,
       obj_t*         b,
       obj_t*         beta,
       obj_t*         c,
       obj_t*         c_orig,
       double*        resid
     );

double libblis_test_gemm_flops
     (
       obj_t* a,
       obj_t* b,
       obj_t* c
     );


void libblis_test_gemm_deps
     (
       thread_data_t* tdata,
       test_params_t* params,
       test_op_t*     op
     )
{
	libblis_test_randv( tdata, params, &(op->ops->randv) );
	libblis_test_randm( tdata, params, &(op->ops->randm) );
	libblis_test_setv( tdata, params, &(op->ops->setv) );
	libblis_test_normfv( tdata, params, &(op->ops->normfv) );
	libblis_test_subv( tdata, params, &(op->ops->subv) );
	libblis_test_scalv( tdata, params, &(op->ops->scalv) );
	libblis_test_copym( tdata, params, &(op->ops->copym) );
	libblis_test_scalm( tdata, params, &(op->ops->scalm) );
	libblis_test_gemv( tdata, params, &(op->ops->gemv) );
}



void libblis_test_gemm
     (
       thread_data_t* tdata,
       test_params_t* params,
       test_op_t*     op
     )
{

	// Return early if this test has already been done.
	if ( libblis_test_op_is_done( op ) ) return;

	// Return early if operation is disabled.
	if ( libblis_test_op_is_disabled( op ) ||
	     libblis_test_l3_is_disabled( op ) ) return;

	// Call dependencies first.
	if ( TRUE ) libblis_test_gemm_deps( tdata, params, op );

	// Execute the test driver for each implementation requested.
	//if ( op->front_seq == ENABLE )
	{
		libblis_test_op_driver( tdata,
		                        params,
		                        op,
		                        BLIS_TEST_SEQ_FRONT_END,
		                        op_str,
		                        p_types,
		                        o_types,
		                        thresh,
		                        libblis_test_gemm_experiment );
	}
}



void libblis_test_gemm_experiment
     (
       test_params_t* params,
       test_op_t*     op,
       iface_t        iface,
       char*          dc_str,
       char*          pc_str,
       char*          sc_str,
       unsigned int   p_cur,
       double*        perf,
       double*        resid
     )
{
	unsigned int n_repeats = params->n_repeats;
	unsigned int i;

	double       time_min  = DBL_MAX;
	double       time;

	num_t        datatype;

	dim_t        m, n, k;

	trans_t      transa;
	trans_t      transb;

	obj_t        alpha, a, b, beta, c;
	obj_t        c_save;


	// Use a different function to handle mixed datatypes.
	if ( params->mixed_domain || params->mixed_precision )
	{
		libblis_test_gemm_md( params, op, iface,
		                      dc_str, pc_str, sc_str,
		                      p_cur, perf, resid );
		return;
	}

	// Use the datatype of the first char in the datatype combination string.
	bli_param_map_char_to_blis_dt( dc_str[0], &datatype );

	// Map the dimension specifier to actual dimensions.
	m = libblis_test_get_dim_from_prob_size( op->dim_spec[0], p_cur );
	n = libblis_test_get_dim_from_prob_size( op->dim_spec[1], p_cur );
	k = libblis_test_get_dim_from_prob_size( op->dim_spec[2], p_cur );

	// Map parameter characters to BLIS constants.
	bli_param_map_char_to_blis_trans( pc_str[0], &transa );
	bli_param_map_char_to_blis_trans( pc_str[1], &transb );

	// Create test scalars.
	bli_obj_scalar_init_detached( datatype, &alpha );
	bli_obj_scalar_init_detached( datatype, &beta );

	// Create test operands (vectors and/or matrices).
	libblis_test_mobj_create( params, datatype, transa,
	                          sc_str[1], m, k, &a );
	libblis_test_mobj_create( params, datatype, transb,
	                          sc_str[2], k, n, &b );
	libblis_test_mobj_create( params, datatype, BLIS_NO_TRANSPOSE,
	                          sc_str[0], m, n, &c );
	libblis_test_mobj_create( params, datatype, BLIS_NO_TRANSPOSE,
	                          sc_str[0], m, n, &c_save );

	// Set alpha and beta.
	if ( bli_obj_is_real( &c ) )
	{
		bli_setsc(  1.2,  0.0, &alpha );
		bli_setsc(  0.9,  0.0, &beta );
	}
	else
	{
		bli_setsc(  1.2,  0.8, &alpha );
		bli_setsc(  0.9,  1.0, &beta );
	}

	#if 0
	//bli_setm( &BLIS_ONE, &a );
	bli_setsc(  1.0,  0.0, &alpha );
	bli_setsc(  1.0,  0.0, &beta );
	#endif

	// Randomize A, B, and C, and save C.
	libblis_test_mobj_randomize( params, TRUE, &a );
	libblis_test_mobj_randomize( params, TRUE, &b );
	libblis_test_mobj_randomize( params, TRUE, &c );
	bli_copym( &c, &c_save );

	// Apply the parameters.
	bli_obj_set_conjtrans( transa, &a );
	bli_obj_set_conjtrans( transb, &b );

	// Repeat the experiment n_repeats times and record results. 
	for ( i = 0; i < n_repeats; ++i )
	{
		bli_copym( &c_save, &c );

		time = bli_clock();

		libblis_test_gemm_impl( iface, &alpha, &a, &b, &beta, &c );

		time_min = bli_clock_min_diff( time_min, time );
	}

	// Estimate the performance of the best experiment repeat.
	*perf = ( 2.0 * m * n * k ) / time_min / FLOPS_PER_UNIT_PERF;
	if ( bli_obj_is_complex( &c ) ) *perf *= 4.0;

	// Perform checks.
	libblis_test_gemm_check( params, &alpha, &a, &b, &beta, &c, &c_save, resid );

	// Zero out performance and residual if output matrix is empty.
	libblis_test_check_empty_problem( &c, perf, resid );

	// Free the test objects.
	bli_obj_free( &a );
	bli_obj_free( &b );
	bli_obj_free( &c );
	bli_obj_free( &c_save );
}


void libblis_test_gemm_md
     (
       test_params_t* params,
       test_op_t*     op,
       iface_t        iface,
       char*          dc_str,
       char*          pc_str,
       char*          sc_str,
       unsigned int   p_cur,
       double*        perf,
       double*        resid
     )
{
	unsigned int n_repeats = params->n_repeats;
	unsigned int i;

	double       time_min  = DBL_MAX;
	double       time;

	num_t        dt_a, dt_b, dt_c;
	num_t        dt_complex;

	dim_t        m, n, k;

	trans_t      transa;
	trans_t      transb;

	obj_t        alpha, a, b, beta, c;
	obj_t        c_save;


	// Decode the datatype combination string.
	bli_param_map_char_to_blis_dt( dc_str[0], &dt_c );
	bli_param_map_char_to_blis_dt( dc_str[1], &dt_a );
	bli_param_map_char_to_blis_dt( dc_str[2], &dt_b );

	// Project one of the datatypes (it doesn't matter which) to the
	// complex domain.
	dt_complex = bli_dt_proj_to_complex( dt_c );

	// Map the dimension specifier to actual dimensions.
	m = libblis_test_get_dim_from_prob_size( op->dim_spec[0], p_cur );
	n = libblis_test_get_dim_from_prob_size( op->dim_spec[1], p_cur );
	k = libblis_test_get_dim_from_prob_size( op->dim_spec[2], p_cur );

	// Map parameter characters to BLIS constants.
	bli_param_map_char_to_blis_trans( pc_str[0], &transa );
	bli_param_map_char_to_blis_trans( pc_str[1], &transb );

	// Create test scalars.
	bli_obj_scalar_init_detached( dt_complex, &alpha );
	bli_obj_scalar_init_detached( dt_complex, &beta );

	// Create test operands (vectors and/or matrices).
	libblis_test_mobj_create( params, dt_a, transa,
	                          sc_str[1], m, k, &a );
	libblis_test_mobj_create( params, dt_b, transb,
	                          sc_str[2], k, n, &b );
	libblis_test_mobj_create( params, dt_c, BLIS_NO_TRANSPOSE,
	                          sc_str[0], m, n, &c );
	libblis_test_mobj_create( params, dt_c, BLIS_NO_TRANSPOSE,
	                          sc_str[0], m, n, &c_save );

	// For mixed-precision, set the computation precision of C.
	if ( params->mixed_precision )
	{
		num_t dt_comp;
		prec_t comp_prec;

		// The computation precision is encoded in the computation datatype,
		// which appears as an additional char in dc_str.
		bli_param_map_char_to_blis_dt( dc_str[3], &dt_comp );

		// Extract the precision from the computation datatype.
		comp_prec = bli_dt_prec( dt_comp );

		// Set the computation precision of C.
		bli_obj_set_comp_prec( comp_prec, &c );
	}


	// Set alpha and beta.
	{
		bli_setsc(  2.0,  0.0, &alpha );
		bli_setsc(  1.2,  0.5, &beta );
		//bli_setsc(  1.0,  0.0, &alpha );
		//bli_setsc(  1.0,  0.0, &beta );
	}

	// Randomize A, B, and C, and save C.
	libblis_test_mobj_randomize( params, TRUE, &a );
	libblis_test_mobj_randomize( params, TRUE, &b );
	libblis_test_mobj_randomize( params, TRUE, &c );
	bli_copym( &c, &c_save );

	// Apply the parameters.
	bli_obj_set_conjtrans( transa, &a );
	bli_obj_set_conjtrans( transb, &b );

	// Repeat the experiment n_repeats times and record results. 
	for ( i = 0; i < n_repeats; ++i )
	{
		bli_copym( &c_save, &c );

		time = bli_clock();

		libblis_test_gemm_impl( iface, &alpha, &a, &b, &beta, &c );

		time_min = bli_clock_min_diff( time_min, time );
	}

	// Estimate the performance of the best experiment repeat.
	//*perf = ( 2.0 * m * n * k ) / time_min / FLOPS_PER_UNIT_PERF;
	//if ( bli_obj_is_complex( &c ) ) *perf *= 4.0;
	*perf = libblis_test_gemm_flops( &a, &b, &c ) / time_min / FLOPS_PER_UNIT_PERF;

	// Perform checks.
	libblis_test_gemm_md_check( params, &alpha, &a, &b, &beta, &c, &c_save, resid );

	// Zero out performance and residual if output matrix is empty.
	libblis_test_check_empty_problem( &c, perf, resid );

	// Free the test objects.
	bli_obj_free( &a );
	bli_obj_free( &b );
	bli_obj_free( &c );
	bli_obj_free( &c_save );
}



void libblis_test_gemm_impl
     (
       iface_t   iface,
       obj_t*    alpha,
       obj_t*    a,
       obj_t*    b,
       obj_t*    beta,
       obj_t*    c
     )
{
	switch ( iface )
	{
		case BLIS_TEST_SEQ_FRONT_END:
#if 0
//bli_printm( "alpha", alpha, "%5.2f", "" );
//bli_printm( "beta", beta, "%5.2f", "" );
if ( bli_obj_dt( c ) == BLIS_DCOMPLEX )
{
bli_printm( "a", a, "%5.2f", "" );
bli_printm( "b", b, "%5.2f", "" );
bli_printm( "c", c, "%5.2f", "" );
}
#endif
//if ( bli_obj_length( b ) == 16 &&
//     bli_obj_stor3_from_strides( c, a, b ) == BLIS_CRR )
//bli_printm( "c before", c, "%6.3f", "" );
		bli_gemm( alpha, a, b, beta, c );
		//bls_gemm( alpha, a, b, beta, c );
#if 0
if ( bli_obj_dt( c ) == BLIS_DCOMPLEX )
bli_printm( "c after", c, "%6.3f", "" );
#endif
//bli_printm( "c after", c, "%5.2f", "" );
		break;

		default:
		libblis_test_printf_error( "Invalid interface type.\n" );
	}
}



void libblis_test_gemm_md_check
     (
       test_params_t* params,
       obj_t*         alpha,
       obj_t*         a,
       obj_t*         b,
       obj_t*         beta,
       obj_t*         c,
       obj_t*         c_orig,
       double*        resid
     )
{
	num_t  dt_real = bli_obj_dt_proj_to_real( c );
	num_t  dt_comp = bli_obj_dt_proj_to_complex( c );
	num_t  dt;

	dim_t  m       = bli_obj_length( c );
	dim_t  n       = bli_obj_width( c );
	dim_t  k       = bli_obj_width_after_trans( a );

	obj_t  norm;
	obj_t  t, v, w, z;

	double junk;

	// Compute our reference checksum in the real domain if all operands
	// are real, and in the complex domain otherwise. Also implicit in this
	// is that we use the storage precision of C to determine the precision
	// in which we perform the reference checksum.
	if ( bli_obj_is_real( a ) &&
	     bli_obj_is_real( b ) &&
	     bli_obj_is_real( c ) ) dt = dt_real;
	else                        dt = dt_comp;

	// This function works in a manner similar to that of the function
	// libblis_test_gemm_check(), except that we project a, b, and c into
	// the complex domain (regardless of their storage datatype), and then
	// proceed with the checking accordingly.

	obj_t a2, b2, c2, c0;

	bli_obj_scalar_init_detached( dt_real, &norm );

	bli_obj_create( dt, n, 1, 0, 0, &t );
	bli_obj_create( dt, m, 1, 0, 0, &v );
	bli_obj_create( dt, k, 1, 0, 0, &w );
	bli_obj_create( dt, m, 1, 0, 0, &z );

	libblis_test_vobj_randomize( params, TRUE, &t );

	// We need to zero out the imaginary part of t in order for our
	// checks to work in all cases. Otherwise, the imaginary parts
	// could affect intermediate products, depending on the order that
	// they are executed.
	bli_setiv( &BLIS_ZERO, &t );

	// Create complex equivalents of a, b, c_orig, and c.
	bli_obj_create( dt, m, k, 0, 0, &a2 );
	bli_obj_create( dt, k, n, 0, 0, &b2 );
	bli_obj_create( dt, m, n, 0, 0, &c2 );
	bli_obj_create( dt, m, n, 0, 0, &c0 );

	// Cast a, b, c_orig, and c into the datatype of our temporary objects.
	bli_castm( a,      &a2 );
	bli_castm( b,      &b2 );
	bli_castm( c_orig, &c2 );
	bli_castm( c,      &c0 );

	bli_gemv( &BLIS_ONE, &c0, &t, &BLIS_ZERO, &v );

#if 0
if ( bli_obj_is_scomplex( c ) &&
     bli_obj_is_float( a ) &&
     bli_obj_is_float( b ) )
{
bli_printm( "test_gemm.c: a", a, "%7.3f", "" );
bli_printm( "test_gemm.c: b", b, "%7.3f", "" );
bli_printm( "test_gemm.c: c orig", c_orig, "%7.3f", "" );
bli_printm( "test_gemm.c: c computed", c, "%7.3f", "" );
}
#endif

#if 0
	bli_gemm( alpha, &a2, &b2, beta, &c2 );
	bli_gemv( &BLIS_ONE, &c2, &t, &BLIS_ZERO, &z );
	if ( bli_obj_is_real( c ) ) bli_setiv( &BLIS_ZERO, &z );
#else
	bli_gemv( &BLIS_ONE, &b2, &t, &BLIS_ZERO, &w );
	bli_gemv( alpha, &a2, &w, &BLIS_ZERO, &z );
	bli_gemv( beta, &c2, &t, &BLIS_ONE, &z );
	if ( bli_obj_is_real( c ) ) bli_setiv( &BLIS_ZERO, &z );
#endif

	bli_subv( &z, &v );
	bli_normfv( &v, &norm );
	bli_getsc( &norm, resid, &junk );

	bli_obj_free( &t );
	bli_obj_free( &v );
	bli_obj_free( &w );
	bli_obj_free( &z );

	bli_obj_free( &a2 );
	bli_obj_free( &b2 );
	bli_obj_free( &c2 );
	bli_obj_free( &c0 );
}



void libblis_test_gemm_check
     (
       test_params_t* params,
       obj_t*         alpha,
       obj_t*         a,
       obj_t*         b,
       obj_t*         beta,
       obj_t*         c,
       obj_t*         c_orig,
       double*        resid
     )
{
	num_t  dt      = bli_obj_dt( c );
	num_t  dt_real = bli_obj_dt_proj_to_real( c );

	dim_t  m       = bli_obj_length( c );
	dim_t  n       = bli_obj_width( c );
	dim_t  k       = bli_obj_width_after_trans( a );

	obj_t  norm;
	obj_t  t, v, w, z;

	double junk;

	//
	// Pre-conditions:
	// - a is randomized.
	// - b is randomized.
	// - c_orig is randomized.
	// Note:
	// - alpha and beta should have non-zero imaginary components in the
	//   complex cases in order to more fully exercise the implementation.
	//
	// Under these conditions, we assume that the implementation for
	//
	//   C := beta * C_orig + alpha * transa(A) * transb(B)
	//
	// is functioning correctly if
	//
	//   normfv( v - z )
	//
	// is negligible, where
	//
	//   v = C * t
	//   z = ( beta * C_orig + alpha * transa(A) * transb(B) ) * t
	//     = beta * C_orig * t + alpha * transa(A) * transb(B) * t
	//     = beta * C_orig * t + alpha * transa(A) * w
	//     = beta * C_orig * t + z
	//

	bli_obj_scalar_init_detached( dt_real, &norm );

	bli_obj_create( dt, n, 1, 0, 0, &t );
	bli_obj_create( dt, m, 1, 0, 0, &v );
	bli_obj_create( dt, k, 1, 0, 0, &w );
	bli_obj_create( dt, m, 1, 0, 0, &z );

	libblis_test_vobj_randomize( params, TRUE, &t );

	bli_gemv( &BLIS_ONE, c, &t, &BLIS_ZERO, &v );

	bli_gemv( &BLIS_ONE, b, &t, &BLIS_ZERO, &w );
	bli_gemv( alpha, a, &w, &BLIS_ZERO, &z );
	bli_gemv( beta, c_orig, &t, &BLIS_ONE, &z );

	bli_subv( &z, &v );
	bli_normfv( &v, &norm );
	bli_getsc( &norm, resid, &junk );

	bli_obj_free( &t );
	bli_obj_free( &v );
	bli_obj_free( &w );
	bli_obj_free( &z );
}

double libblis_test_gemm_flops
     (
       obj_t* a,
       obj_t* b,
       obj_t* c
     )
{
	bool   a_is_real    = bli_obj_is_real( a );
	bool   a_is_complex = bli_obj_is_complex( a );

	bool   b_is_real    = bli_obj_is_real( b );
	bool   b_is_complex = bli_obj_is_complex( b );

	bool   c_is_real    = bli_obj_is_real( c );
	bool   c_is_complex = bli_obj_is_complex( c );

	double m            = ( double )bli_obj_length( c );
	double n            = ( double )bli_obj_width( c );
	double k            = ( double )bli_obj_width( a );

	double flops;

	if      ( ( c_is_complex && a_is_complex && b_is_complex ) )
	{
		flops = 8.0 * m * n * k;
	}
	else if ( ( c_is_complex && a_is_complex && b_is_real    ) ||
	          ( c_is_complex && a_is_real    && b_is_complex ) ||
	          ( c_is_real    && a_is_complex && b_is_complex ) )
	{
		flops = 4.0 * m * n * k;
	}
	else
	{
		flops = 2.0 * m * n * k;
	}

	return flops;
}

