gotch/nn/varstore_test.go
2022-03-12 18:20:20 +11:00

136 lines
3.0 KiB
Go

package nn_test
import (
"os"
"path/filepath"
"reflect"
"testing"
"github.com/sugarme/gotch"
"github.com/sugarme/gotch/nn"
"github.com/sugarme/gotch/ts"
)
func TestVarStoreEntry(t *testing.T) {
vs := nn.NewVarStore(gotch.CPU)
root := vs.Root()
e1 := root.Entry("key")
t1 := e1.MustOrZeros([]int64{3, 1, 4})
e2 := root.Entry("key")
t2 := e2.MustOrZeros([]int64{1, 5, 9})
wantT1 := []int64{3, 1, 4}
wantT2 := []int64{3, 1, 4}
gotT1 := t1.MustSize()
gotT2 := t2.MustSize()
if !reflect.DeepEqual(wantT1, gotT1) {
t.Errorf("Expected t1 size: %v\n", wantT1)
t.Errorf("Got t1 size: %v\n", gotT1)
}
if !reflect.DeepEqual(wantT2, gotT2) {
t.Errorf("Expected t2 size: %v\n", wantT2)
t.Errorf("Got t2 size: %v\n", gotT2)
}
}
// NOTE: comment out for working on Travis.
// uncomment to test locally
func TestSaveLoad(t *testing.T) {
filename := "vsload.test"
filenameAbs, err := filepath.Abs(filename)
if err != nil {
panic(err)
}
add := func(vs *nn.Path) (*ts.Tensor, *ts.Tensor) {
subA := vs.Sub("a")
subB := subA.Sub("b")
v := subB.MustOnes("t2", []int64{3})
u := vs.MustZeros("t1", []int64{4})
wa := vs.Sub("a")
wb := wa.Sub("b")
wc := wb.Sub("ccc")
_ = wc.MustOnes("t123", []int64{3})
_ = wc.MustOnes("t123", []int64{3})
return u, v
}
vs1 := nn.NewVarStore(gotch.CPU)
vs2 := nn.NewVarStore(gotch.CPU)
u1, v1 := add(vs1.Root())
u2, v2 := add(vs2.Root())
ts.NoGrad(func() {
u1.AddScalar_(ts.FloatScalar(42.0))
v1.MulScalar_(ts.FloatScalar(2.0))
})
wantU1 := float64(42.0)
wantV1 := float64(2.0)
wantU2 := float64(0.0)
wantV2 := float64(1.0)
gotU1 := u1.MustMean(gotch.Float, false).Float64Values()[0]
gotV1 := v1.MustMean(gotch.Float, false).Float64Values()[0]
gotU2 := u2.MustMean(gotch.Float, false).Float64Values()[0]
gotV2 := v2.MustMean(gotch.Float, false).Float64Values()[0]
if !reflect.DeepEqual(wantU1, gotU1) {
t.Errorf("Expected u1: %v\n", wantU1)
t.Errorf("Got u1: %v\n", gotU1)
}
if !reflect.DeepEqual(wantV1, gotV1) {
t.Errorf("Expected v1: %v\n", wantV1)
t.Errorf("Got v1: %v\n", gotV1)
}
if !reflect.DeepEqual(wantU2, gotU2) {
t.Errorf("Expected u2: %v\n", wantU2)
t.Errorf("Got u2: %v\n", gotU2)
}
if !reflect.DeepEqual(wantV2, gotV2) {
t.Errorf("Expected v2: %v\n", wantV2)
t.Errorf("Got v2: %v\n", gotV2)
}
err = vs1.Save(filenameAbs)
if err != nil {
panic(err)
}
err = vs2.Load(filenameAbs)
if err != nil {
panic(err)
}
wantU2 = float64(42.0)
wantV2 = float64(2.0)
gotU2 = u2.MustMean(gotch.Float, false).Float64Values()[0]
gotV2 = v2.MustMean(gotch.Float, false).Float64Values()[0]
if !reflect.DeepEqual(wantU1, gotU1) {
t.Errorf("Expected u1: %v\n", wantU1)
t.Errorf("Got u1: %v\n", gotU1)
}
if !reflect.DeepEqual(wantU2, gotU2) {
t.Errorf("Expected u2: %v\n", wantU2)
t.Errorf("Got u2: %v\n", gotU2)
}
if !reflect.DeepEqual(wantV2, gotV2) {
t.Errorf("Expected v2: %v\n", wantV2)
t.Errorf("Got v2: %v\n", gotV2)
}
err = os.Remove(filenameAbs)
if err != nil {
t.Errorf("Failed deleting varstore saved file: %v\n", filenameAbs)
}
}