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package main
import (
"io"
"text/template"
)
const compatTestsRaw = `var toMat64Tests = []struct{
data interface{}
sliced interface{}
shape Shape
dt Dtype
}{
{{range .Kinds -}}
{{if isNumber . -}}
{ Range({{asType . | title | strip}}, 0, 6), []{{asType .}}{0,1,3,4}, Shape{2,3}, {{asType . | title | strip}} },
{{end -}}
{{end -}}
}
func TestToMat64(t *testing.T){
assert := assert.New(t)
for i, tmt := range toMat64Tests {
T := New(WithBacking(tmt.data), WithShape(tmt.shape...))
var m *mat.Dense
var err error
if m, err = ToMat64(T); err != nil {
t.Errorf("ToMat basic test %d failed : %v", i, err)
continue
}
conv := anyToFloat64s(tmt.data)
assert.Equal(conv, m.RawMatrix().Data, "i %d from %v", i, tmt.dt)
if T, err = sliceDense(T, nil, makeRS(0, 2)); err != nil{
t.Errorf("Slice failed %v", err)
continue
}
if m, err = ToMat64(T); err != nil {
t.Errorf("ToMat of slice test %d failed : %v", i, err)
continue
}
conv = anyToFloat64s(tmt.sliced)
assert.Equal(conv, m.RawMatrix().Data, "sliced test %d from %v", i, tmt.dt)
t.Logf("Done")
if tmt.dt == Float64 {
T = New(WithBacking(tmt.data), WithShape(tmt.shape...))
if m, err = ToMat64(T, UseUnsafe()); err != nil {
t.Errorf("ToMat64 unsafe test %d failed: %v", i, err)
}
conv = anyToFloat64s(tmt.data)
assert.Equal(conv, m.RawMatrix().Data, "float64 unsafe i %d from %v", i, tmt.dt)
conv[0] = 1000
assert.Equal(conv, m.RawMatrix().Data,"float64 unsafe i %d from %v", i, tmt.dt)
conv[0] = 0 // reset for future tests that use the same backing
}
}
// idiocy test
T := New(Of(Float64), WithShape(2,3,4))
_, err := ToMat64(T)
if err == nil {
t.Error("Expected an error when trying to convert a 3-T to *mat.Dense")
}
}
func TestFromMat64(t *testing.T){
assert := assert.New(t)
var m *mat.Dense
var T *Dense
var backing []float64
for i, tmt := range toMat64Tests {
backing = Range(Float64, 0, 6).([]float64)
m = mat.NewDense(2, 3, backing)
T = FromMat64(m)
conv := anyToFloat64s(tmt.data)
assert.Equal(conv, T.Float64s(), "test %d: []float64 from %v", i, tmt.dt)
assert.True(T.Shape().Eq(tmt.shape))
T = FromMat64(m, As(tmt.dt))
assert.Equal(tmt.data, T.Data())
assert.True(T.Shape().Eq(tmt.shape))
if tmt.dt == Float64{
backing = Range(Float64, 0, 6).([]float64)
m = mat.NewDense(2, 3, backing)
T = FromMat64(m, UseUnsafe())
assert.Equal(backing, T.Float64s())
assert.True(T.Shape().Eq(tmt.shape))
backing[0] = 1000
assert.Equal(backing, T.Float64s(), "test %d - unsafe float64", i)
}
}
}
`
const compatArrowArrayTestsRaw = `var toArrowArrayTests = []struct{
data interface{}
valid []bool
dt arrow.DataType
shape Shape
}{
{{range .PrimitiveTypes -}}
{
data: Range({{.}}, 0, 6),
valid: []bool{true, true, true, false, true, true},
dt: arrow.PrimitiveTypes.{{ . }},
shape: Shape{6,1},
},
{{end -}}
}
func TestFromArrowArray(t *testing.T){
assert := assert.New(t)
var T *Dense
pool := memory.NewGoAllocator()
for i, taat := range toArrowArrayTests {
var m arrow.Array
switch taat.dt {
{{range .BinaryTypes -}}
case arrow.BinaryTypes.{{ . }}:
b := arrowArray.New{{ . }}Builder(pool)
defer b.Release()
b.AppendValues(
{{if eq . "String" -}}
[]string{"0", "1", "2", "3", "4", "5"},
{{else -}}
Range({{ . }}, 0, 6).([]{{lower . }}),
{{end -}}
taat.valid,
)
m = b.NewArray()
defer m.Release()
{{end -}}
{{range .FixedWidthTypes -}}
case arrow.FixedWidthTypes.{{ . }}:
b := arrowArray.New{{ . }}Builder(pool)
defer b.Release()
b.AppendValues(
{{if eq . "Boolean" -}}
[]bool{true, false, true, false, true, false},
{{else -}}
Range({{ . }}, 0, 6).([]{{lower . }}),
{{end -}}
taat.valid,
)
m = b.NewArray()
defer m.Release()
{{end -}}
{{range .PrimitiveTypes -}}
case arrow.PrimitiveTypes.{{ . }}:
b := arrowArray.New{{ . }}Builder(pool)
defer b.Release()
b.AppendValues(
Range({{ . }}, 0, 6).([]{{lower . }}),
taat.valid,
)
m = b.NewArray()
defer m.Release()
{{end -}}
default:
t.Errorf("DataType not supported in tests: %v", taat.dt)
}
T = FromArrowArray(m)
switch taat.dt {
{{range .PrimitiveTypes -}}
case arrow.PrimitiveTypes.{{ . }}:
conv := taat.data.([]{{lower . }})
assert.Equal(conv, T.{{ . }}s(), "test %d: []{{lower . }} from %v", i, taat.dt)
{{end -}}
default:
t.Errorf("DataType not supported in tests: %v", taat.dt)
}
for i, invalid := range T.Mask() {
assert.Equal(taat.valid[i], !invalid)
}
assert.True(T.Shape().Eq(taat.shape))
}
}
`
const compatArrowTensorTestsRaw = `var toArrowTensorTests = []struct{
rowMajorData interface{}
colMajorData interface{}
rowMajorValid []bool
colMajorValid []bool
dt arrow.DataType
shape Shape
}{
{{range .PrimitiveTypes -}}
{
rowMajorData: []{{lower .}}{1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
colMajorData: []{{lower .}}{1, 6, 2, 7, 3, 8, 4, 9, 5, 10},
rowMajorValid: []bool{true, false, true, false, true, false, true, false, true, false},
colMajorValid: []bool{true, false, false, true, true, false, false, true, true, false},
dt: arrow.PrimitiveTypes.{{ . }},
shape: Shape{2,5},
},
{{end -}}
}
func TestFromArrowTensor(t *testing.T){
assert := assert.New(t)
var rowMajorT *Dense
var colMajorT *Dense
pool := memory.NewGoAllocator()
for i, taat := range toArrowTensorTests {
var rowMajorArr arrow.Array
var colMajorArr arrow.Array
var rowMajor arrowTensor.Interface
var colMajor arrowTensor.Interface
switch taat.dt {
{{range .PrimitiveTypes -}}
case arrow.PrimitiveTypes.{{ . }}:
b := arrowArray.New{{ . }}Builder(pool)
defer b.Release()
b.AppendValues(
[]{{lower . }}{1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
taat.rowMajorValid,
)
rowMajorArr = b.NewArray()
defer rowMajorArr.Release()
b.AppendValues(
[]{{lower .}}{1, 2, 3, 4, 5, 6, 7, 8, 9, 10},
taat.rowMajorValid,
)
colMajorArr = b.NewArray()
defer colMajorArr.Release()
rowMajor = arrowTensor.New{{.}}(rowMajorArr.Data(), []int64{2, 5}, nil, []string{"x", "y"})
defer rowMajor.Release()
colMajor = arrowTensor.New{{.}}(colMajorArr.Data(), []int64{2, 5}, []int64{int64(arrow.{{ . }}SizeBytes), int64(arrow.{{ . }}SizeBytes * 2)}, []string{"x", "y"})
defer colMajor.Release()
{{end -}}
default:
t.Errorf("DataType not supported in tests: %v", taat.dt)
}
rowMajorT = FromArrowTensor(rowMajor)
colMajorT = FromArrowTensor(colMajor)
assert.Equal(taat.rowMajorData, rowMajorT.Data(), "test %d: row major %v", i, taat.dt)
assert.Equal(len(taat.rowMajorValid), len(rowMajorT.Mask()), "test %d: row major %v mask length incorrect", i, taat.dt)
for i, invalid := range rowMajorT.Mask() {
assert.Equal(taat.rowMajorValid[i], !invalid, "test %d: row major %v mask value incorrect", i, taat.dt)
}
assert.True(colMajorT.Shape().Eq(taat.shape))
assert.Equal(taat.colMajorData, colMajorT.Data(), "test %d: column major %v", i, taat.dt)
assert.Equal(len(taat.colMajorValid), len(colMajorT.Mask()), "test %d: column major %v mask length incorrect", i, taat.dt)
for i, invalid := range colMajorT.Mask() {
assert.Equal(taat.colMajorValid[i], !invalid, "test %d: column major %v mask value incorrect", i, taat.dt)
}
assert.True(rowMajorT.Shape().Eq(taat.shape))
}
}
`
var (
compatTests *template.Template
compatArrowArrayTests *template.Template
compatArrowTensorTests *template.Template
)
func init() {
compatTests = template.Must(template.New("testCompat").Funcs(funcs).Parse(compatTestsRaw))
compatArrowArrayTests = template.Must(template.New("testArrowArrayCompat").Funcs(funcs).Parse(compatArrowArrayTestsRaw))
compatArrowTensorTests = template.Must(template.New("testArrowTensorCompat").Funcs(funcs).Parse(compatArrowTensorTestsRaw))
}
func generateDenseCompatTests(f io.Writer, generic Kinds) {
// NOTE(poopoothegorilla): an alias is needed for the Arrow Array pkg to prevent naming
// collisions
importsArrow.Execute(f, generic)
compatTests.Execute(f, generic)
arrowData := ArrowData{
BinaryTypes: arrowBinaryTypes,
FixedWidthTypes: arrowFixedWidthTypes,
PrimitiveTypes: arrowPrimitiveTypes,
}
compatArrowArrayTests.Execute(f, arrowData)
compatArrowTensorTests.Execute(f, arrowData)
}
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