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// Copyright ©2014 The Gonum Authors. All rights reserved.
// Use of this source code is governed by a BSD-style
// license that can be found in the LICENSE file.
package testblas
import (
"testing"
"gonum.org/v1/gonum/blas"
)
type Dgemmer interface {
Dgemm(tA, tB blas.Transpose, m, n, k int, alpha float64, a []float64, lda int, b []float64, ldb int, beta float64, c []float64, ldc int)
}
type DgemmCase struct {
m, n, k int
alpha, beta float64
a [][]float64
b [][]float64
c [][]float64
ans [][]float64
}
var DgemmCases = []DgemmCase{
{
m: 4,
n: 3,
k: 2,
alpha: 2,
beta: 0.5,
a: [][]float64{
{1, 2},
{4, 5},
{7, 8},
{10, 11},
},
b: [][]float64{
{1, 5, 6},
{5, -8, 8},
},
c: [][]float64{
{4, 8, -9},
{12, 16, -8},
{1, 5, 15},
{-3, -4, 7},
},
ans: [][]float64{
{24, -18, 39.5},
{64, -32, 124},
{94.5, -55.5, 219.5},
{128.5, -78, 299.5},
},
},
{
m: 4,
n: 2,
k: 3,
alpha: 2,
beta: 0.5,
a: [][]float64{
{1, 2, 3},
{4, 5, 6},
{7, 8, 9},
{10, 11, 12},
},
b: [][]float64{
{1, 5},
{5, -8},
{6, 2},
},
c: [][]float64{
{4, 8},
{12, 16},
{1, 5},
{-3, -4},
},
ans: [][]float64{
{60, -6},
{136, -8},
{202.5, -19.5},
{272.5, -30},
},
},
{
m: 3,
n: 2,
k: 4,
alpha: 2,
beta: 0.5,
a: [][]float64{
{1, 2, 3, 4},
{4, 5, 6, 7},
{8, 9, 10, 11},
},
b: [][]float64{
{1, 5},
{5, -8},
{6, 2},
{8, 10},
},
c: [][]float64{
{4, 8},
{12, 16},
{9, -10},
},
ans: [][]float64{
{124, 74},
{248, 132},
{406.5, 191},
},
},
{
m: 3,
n: 4,
k: 2,
alpha: 2,
beta: 0.5,
a: [][]float64{
{1, 2},
{4, 5},
{8, 9},
},
b: [][]float64{
{1, 5, 2, 1},
{5, -8, 2, 1},
},
c: [][]float64{
{4, 8, 2, 2},
{12, 16, 8, 9},
{9, -10, 10, 10},
},
ans: [][]float64{
{24, -18, 13, 7},
{64, -32, 40, 22.5},
{110.5, -69, 73, 39},
},
},
{
m: 2,
n: 4,
k: 3,
alpha: 2,
beta: 0.5,
a: [][]float64{
{1, 2, 3},
{4, 5, 6},
},
b: [][]float64{
{1, 5, 8, 8},
{5, -8, 9, 10},
{6, 2, -3, 2},
},
c: [][]float64{
{4, 8, 7, 8},
{12, 16, -2, 6},
},
ans: [][]float64{
{60, -6, 37.5, 72},
{136, -8, 117, 191},
},
},
{
m: 2,
n: 3,
k: 4,
alpha: 2,
beta: 0.5,
a: [][]float64{
{1, 2, 3, 4},
{4, 5, 6, 7},
},
b: [][]float64{
{1, 5, 8},
{5, -8, 9},
{6, 2, -3},
{8, 10, 2},
},
c: [][]float64{
{4, 8, 1},
{12, 16, 6},
},
ans: [][]float64{
{124, 74, 50.5},
{248, 132, 149},
},
},
{
m: 2,
n: 3,
k: 4,
alpha: 2,
beta: 0,
a: [][]float64{
{1, 2, 3, 4},
{4, 5, 6, 7},
},
b: [][]float64{
{1, 5, 8},
{5, -8, 9},
{6, 2, -3},
{8, 10, 2},
},
c: [][]float64{
{4, 8, 1},
{12, 16, 6},
},
ans: [][]float64{
{122, 70, 50},
{242, 124, 146},
},
},
}
// assumes [][]float64 is actually a matrix
func transpose(a [][]float64) [][]float64 {
b := make([][]float64, len(a[0]))
for i := range b {
b[i] = make([]float64, len(a))
for j := range b[i] {
b[i][j] = a[j][i]
}
}
return b
}
func TestDgemm(t *testing.T, blasser Dgemmer) {
for i, test := range DgemmCases {
// Test that it passes row major
dgemmcomp(i, "RowMajorNoTrans", t, blasser, blas.NoTrans, blas.NoTrans,
test.m, test.n, test.k, test.alpha, test.beta, test.a, test.b, test.c, test.ans)
// Try with A transposed
dgemmcomp(i, "RowMajorTransA", t, blasser, blas.Trans, blas.NoTrans,
test.m, test.n, test.k, test.alpha, test.beta, transpose(test.a), test.b, test.c, test.ans)
// Try with B transposed
dgemmcomp(i, "RowMajorTransB", t, blasser, blas.NoTrans, blas.Trans,
test.m, test.n, test.k, test.alpha, test.beta, test.a, transpose(test.b), test.c, test.ans)
// Try with both transposed
dgemmcomp(i, "RowMajorTransBoth", t, blasser, blas.Trans, blas.Trans,
test.m, test.n, test.k, test.alpha, test.beta, transpose(test.a), transpose(test.b), test.c, test.ans)
}
}
func dgemmcomp(i int, name string, t *testing.T, blasser Dgemmer, tA, tB blas.Transpose, m, n, k int,
alpha, beta float64, a [][]float64, b [][]float64, c [][]float64, ans [][]float64) {
aFlat := flatten(a)
aCopy := flatten(a)
bFlat := flatten(b)
bCopy := flatten(b)
cFlat := flatten(c)
ansFlat := flatten(ans)
lda := len(a[0])
ldb := len(b[0])
ldc := len(c[0])
// Compute the matrix multiplication
blasser.Dgemm(tA, tB, m, n, k, alpha, aFlat, lda, bFlat, ldb, beta, cFlat, ldc)
if !dSliceEqual(aFlat, aCopy) {
t.Errorf("Test %v case %v: a changed during call to Dgemm", i, name)
}
if !dSliceEqual(bFlat, bCopy) {
t.Errorf("Test %v case %v: b changed during call to Dgemm", i, name)
}
if !dSliceTolEqual(ansFlat, cFlat) {
t.Errorf("Test %v case %v: answer mismatch. Expected %v, Found %v", i, name, ansFlat, cFlat)
}
// TODO: Need to add a sub-slice test where don't use up full matrix
}
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