milvus/internal/util/vecindexmgr/vector_index_mgr_test.go
foxspy cf883b114e
enhance: update knowhere version (#37510)
issue: #36925

Signed-off-by: xianliang.li <xianliang.li@zilliz.com>
2024-11-13 16:36:27 +08:00

233 lines
4.8 KiB
Go

package vecindexmgr
import (
"testing"
"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
)
func Test_VecIndex_DataType_Support(t *testing.T) {
type testCase struct {
indexType IndexType
dataTypes []schemapb.DataType
wants []bool
}
tests := []testCase{
{
indexType: "FLAT",
dataTypes: []schemapb.DataType{
schemapb.DataType_FloatVector,
schemapb.DataType_BinaryVector,
schemapb.DataType_BFloat16Vector,
schemapb.DataType_Float16Vector,
schemapb.DataType_SparseFloatVector,
},
wants: []bool{true, false, true, true, false},
},
{
indexType: "BIN_FLAT",
dataTypes: []schemapb.DataType{
schemapb.DataType_FloatVector,
schemapb.DataType_BinaryVector,
schemapb.DataType_BFloat16Vector,
schemapb.DataType_Float16Vector,
schemapb.DataType_SparseFloatVector,
},
wants: []bool{false, true, false, false, false},
},
{
indexType: "IVF_FLAT",
dataTypes: []schemapb.DataType{
schemapb.DataType_FloatVector,
schemapb.DataType_BinaryVector,
schemapb.DataType_BFloat16Vector,
schemapb.DataType_Float16Vector,
schemapb.DataType_SparseFloatVector,
},
wants: []bool{true, false, true, true, false},
},
{
indexType: "IVF_PQ",
dataTypes: []schemapb.DataType{
schemapb.DataType_FloatVector,
schemapb.DataType_BinaryVector,
schemapb.DataType_BFloat16Vector,
schemapb.DataType_Float16Vector,
schemapb.DataType_SparseFloatVector,
},
wants: []bool{true, false, true, true, false},
},
{
indexType: "HNSW",
dataTypes: []schemapb.DataType{
schemapb.DataType_FloatVector,
schemapb.DataType_BinaryVector,
schemapb.DataType_BFloat16Vector,
schemapb.DataType_Float16Vector,
schemapb.DataType_SparseFloatVector,
},
wants: []bool{true, false, true, true, false},
},
{
indexType: "DISKANN",
dataTypes: []schemapb.DataType{
schemapb.DataType_FloatVector,
schemapb.DataType_BinaryVector,
schemapb.DataType_BFloat16Vector,
schemapb.DataType_Float16Vector,
schemapb.DataType_SparseFloatVector,
},
wants: []bool{true, false, true, true, false},
},
{
indexType: "UNKNOWN",
dataTypes: []schemapb.DataType{
schemapb.DataType_FloatVector,
schemapb.DataType_BinaryVector,
schemapb.DataType_BFloat16Vector,
schemapb.DataType_Float16Vector,
schemapb.DataType_SparseFloatVector,
},
wants: []bool{false, false, false, false, false},
},
}
mgr := GetVecIndexMgrInstance()
for _, tt := range tests {
t.Run(string(tt.indexType), func(t *testing.T) {
for i, dataType := range tt.dataTypes {
got := mgr.IsDataTypeSupport(tt.indexType, dataType)
if got != tt.wants[i] {
t.Errorf("IsDataTypeSupport(%v, %v) = %v, want %v", tt.indexType, dataType, got, tt.wants[i])
}
}
})
}
}
func Test_VecIndex_IsNoTrainIndex(t *testing.T) {
mgr := GetVecIndexMgrInstance()
tests := []struct {
indexType IndexType
want bool
}{
{
indexType: "FLAT",
want: true,
},
{
indexType: "BIN_FLAT",
want: true,
},
{
indexType: "IVF_FLAT",
want: false,
},
{
indexType: "IVF_SQ8",
want: false,
},
{
indexType: "IVF_PQ",
want: false,
},
{
indexType: "HNSW",
want: false,
},
{
indexType: "DISKANN",
want: false,
},
{
indexType: "UNKNOWN",
want: false,
},
}
for _, test := range tests {
got := mgr.IsNoTrainIndex(test.indexType)
if got != test.want {
t.Errorf("IsNoTrainIndex(%v) = %v, 期望 %v", test.indexType, got, test.want)
}
}
}
func Test_VecIndex_IsDiskVecIndex(t *testing.T) {
mgr := GetVecIndexMgrInstance()
tests := []struct {
indexType IndexType
want bool
}{
{
indexType: "FLAT",
want: false,
},
{
indexType: "BIN_FLAT",
want: false,
},
{
indexType: "IVF_FLAT",
want: false,
},
{
indexType: "DISKANN",
want: true,
},
{
indexType: "HNSW",
want: false,
},
{
indexType: "UNKNOWN",
want: false,
},
}
for _, test := range tests {
got := mgr.IsDiskVecIndex(test.indexType)
if got != test.want {
t.Errorf("IsDiskVecIndex(%v) = %v, want %v", test.indexType, got, test.want)
}
}
}
func Test_VecIndex_IsMvSupported(t *testing.T) {
mgr := GetVecIndexMgrInstance()
tests := []struct {
indexType IndexType
want bool
}{
{
indexType: "FLAT",
want: false,
},
{
indexType: "IVF_FLAT",
want: false,
},
{
indexType: "DISKANN",
want: false,
},
{
indexType: "HNSW",
want: true,
},
{
indexType: "UNKNOWN",
want: false,
},
}
for _, test := range tests {
got := mgr.IsMvSupported(test.indexType)
if got != test.want {
t.Errorf("IsMvSupported(%v) = %v, want %v", test.indexType, got, test.want)
}
}
}