|
| 1 | +package faiss |
| 2 | + |
| 3 | +import ( |
| 4 | + "fmt" |
| 5 | + "github.com/stretchr/testify/require" |
| 6 | + "log" |
| 7 | + "testing" |
| 8 | +) |
| 9 | + |
| 10 | +func TestFlatIndexOnGpu(t *testing.T) { |
| 11 | + index, err := NewIndexFlatL2(1) |
| 12 | + if err != nil { |
| 13 | + log.Fatal(err) |
| 14 | + } |
| 15 | + |
| 16 | + idx, err := TransferToGpu(index) |
| 17 | + if err != nil { |
| 18 | + log.Fatal(err) |
| 19 | + } |
| 20 | + vectorsToAdd := []float32{1,2,3,4,5} |
| 21 | + err = idx.Add(vectorsToAdd) |
| 22 | + if err != nil { |
| 23 | + fmt.Println(err.Error()) |
| 24 | + } |
| 25 | + distances, resultIds, err := idx.Search(vectorsToAdd, 5) |
| 26 | + fmt.Println(distances, resultIds, err) |
| 27 | + for i := range vectorsToAdd { |
| 28 | + require.Equal(t, int64(i), resultIds[len(vectorsToAdd)*i]) |
| 29 | + require.Equal(t, float32(0), distances[len(vectorsToAdd)*i]) |
| 30 | + } |
| 31 | +} |
| 32 | + |
| 33 | +func TestIndexIDMapOnGPU(t *testing.T) { |
| 34 | + index, err := NewIndexFlatL2(1) |
| 35 | + if err != nil { |
| 36 | + log.Fatal(err) |
| 37 | + } |
| 38 | + |
| 39 | + indexMap, err := NewIndexIDMap(index) |
| 40 | + if err != nil { |
| 41 | + fmt.Println(err.Error()) |
| 42 | + } |
| 43 | + idx, err := TransferToGpu(indexMap) |
| 44 | + if err != nil { |
| 45 | + log.Fatal(err) |
| 46 | + } |
| 47 | + vectorsToAdd := []float32{1,2,3,4,5} |
| 48 | + ids := make([]int64, len(vectorsToAdd)) |
| 49 | + for i := 0; i < len(vectorsToAdd); i++ { |
| 50 | + ids[i] = int64(i) |
| 51 | + } |
| 52 | + |
| 53 | + err = idx.AddWithIDs(vectorsToAdd, ids) |
| 54 | + if err != nil { |
| 55 | + fmt.Println(err.Error()) |
| 56 | + } |
| 57 | + distances, resultIds, err := idx.Search(vectorsToAdd, 5) |
| 58 | + fmt.Println(idx.D(), idx.Ntotal()) |
| 59 | + fmt.Println(distances, resultIds, err) |
| 60 | + for i := range vectorsToAdd { |
| 61 | + require.Equal(t, ids[i], resultIds[len(vectorsToAdd)*i]) |
| 62 | + require.Equal(t, float32(0), distances[len(vectorsToAdd)*i]) |
| 63 | + } |
| 64 | +} |
0 commit comments