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https://gitee.com/milvus-io/milvus.git
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cf883b114e
issue: #36925 Signed-off-by: xianliang.li <xianliang.li@zilliz.com>
233 lines
4.8 KiB
Go
233 lines
4.8 KiB
Go
package vecindexmgr
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import (
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"testing"
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"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
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)
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func Test_VecIndex_DataType_Support(t *testing.T) {
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type testCase struct {
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indexType IndexType
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dataTypes []schemapb.DataType
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wants []bool
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}
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tests := []testCase{
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{
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indexType: "FLAT",
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dataTypes: []schemapb.DataType{
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schemapb.DataType_FloatVector,
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schemapb.DataType_BinaryVector,
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schemapb.DataType_BFloat16Vector,
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schemapb.DataType_Float16Vector,
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schemapb.DataType_SparseFloatVector,
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},
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wants: []bool{true, false, true, true, false},
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},
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{
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indexType: "BIN_FLAT",
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dataTypes: []schemapb.DataType{
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schemapb.DataType_FloatVector,
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schemapb.DataType_BinaryVector,
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schemapb.DataType_BFloat16Vector,
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schemapb.DataType_Float16Vector,
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schemapb.DataType_SparseFloatVector,
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},
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wants: []bool{false, true, false, false, false},
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},
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{
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indexType: "IVF_FLAT",
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dataTypes: []schemapb.DataType{
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schemapb.DataType_FloatVector,
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schemapb.DataType_BinaryVector,
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schemapb.DataType_BFloat16Vector,
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schemapb.DataType_Float16Vector,
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schemapb.DataType_SparseFloatVector,
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},
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wants: []bool{true, false, true, true, false},
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},
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{
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indexType: "IVF_PQ",
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dataTypes: []schemapb.DataType{
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schemapb.DataType_FloatVector,
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schemapb.DataType_BinaryVector,
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schemapb.DataType_BFloat16Vector,
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schemapb.DataType_Float16Vector,
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schemapb.DataType_SparseFloatVector,
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},
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wants: []bool{true, false, true, true, false},
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},
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{
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indexType: "HNSW",
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dataTypes: []schemapb.DataType{
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schemapb.DataType_FloatVector,
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schemapb.DataType_BinaryVector,
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schemapb.DataType_BFloat16Vector,
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schemapb.DataType_Float16Vector,
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schemapb.DataType_SparseFloatVector,
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},
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wants: []bool{true, false, true, true, false},
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},
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{
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indexType: "DISKANN",
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dataTypes: []schemapb.DataType{
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schemapb.DataType_FloatVector,
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schemapb.DataType_BinaryVector,
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schemapb.DataType_BFloat16Vector,
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schemapb.DataType_Float16Vector,
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schemapb.DataType_SparseFloatVector,
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},
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wants: []bool{true, false, true, true, false},
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},
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{
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indexType: "UNKNOWN",
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dataTypes: []schemapb.DataType{
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schemapb.DataType_FloatVector,
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schemapb.DataType_BinaryVector,
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schemapb.DataType_BFloat16Vector,
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schemapb.DataType_Float16Vector,
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schemapb.DataType_SparseFloatVector,
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},
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wants: []bool{false, false, false, false, false},
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},
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}
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mgr := GetVecIndexMgrInstance()
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for _, tt := range tests {
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t.Run(string(tt.indexType), func(t *testing.T) {
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for i, dataType := range tt.dataTypes {
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got := mgr.IsDataTypeSupport(tt.indexType, dataType)
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if got != tt.wants[i] {
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t.Errorf("IsDataTypeSupport(%v, %v) = %v, want %v", tt.indexType, dataType, got, tt.wants[i])
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}
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}
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})
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}
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}
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func Test_VecIndex_IsNoTrainIndex(t *testing.T) {
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mgr := GetVecIndexMgrInstance()
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tests := []struct {
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indexType IndexType
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want bool
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}{
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{
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indexType: "FLAT",
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want: true,
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},
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{
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indexType: "BIN_FLAT",
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want: true,
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},
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{
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indexType: "IVF_FLAT",
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want: false,
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},
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{
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indexType: "IVF_SQ8",
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want: false,
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},
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{
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indexType: "IVF_PQ",
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want: false,
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},
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{
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indexType: "HNSW",
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want: false,
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},
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{
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indexType: "DISKANN",
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want: false,
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},
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{
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indexType: "UNKNOWN",
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want: false,
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},
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}
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for _, test := range tests {
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got := mgr.IsNoTrainIndex(test.indexType)
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if got != test.want {
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t.Errorf("IsNoTrainIndex(%v) = %v, 期望 %v", test.indexType, got, test.want)
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}
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}
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}
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func Test_VecIndex_IsDiskVecIndex(t *testing.T) {
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mgr := GetVecIndexMgrInstance()
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tests := []struct {
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indexType IndexType
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want bool
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}{
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{
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indexType: "FLAT",
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want: false,
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},
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{
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indexType: "BIN_FLAT",
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want: false,
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},
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{
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indexType: "IVF_FLAT",
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want: false,
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},
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{
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indexType: "DISKANN",
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want: true,
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},
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{
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indexType: "HNSW",
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want: false,
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},
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{
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indexType: "UNKNOWN",
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want: false,
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},
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}
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for _, test := range tests {
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got := mgr.IsDiskVecIndex(test.indexType)
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if got != test.want {
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t.Errorf("IsDiskVecIndex(%v) = %v, want %v", test.indexType, got, test.want)
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}
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}
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}
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func Test_VecIndex_IsMvSupported(t *testing.T) {
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mgr := GetVecIndexMgrInstance()
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tests := []struct {
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indexType IndexType
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want bool
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}{
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{
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indexType: "FLAT",
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want: false,
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},
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{
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indexType: "IVF_FLAT",
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want: false,
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},
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{
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indexType: "DISKANN",
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want: false,
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},
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{
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indexType: "HNSW",
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want: true,
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},
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{
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indexType: "UNKNOWN",
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want: false,
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},
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}
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for _, test := range tests {
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got := mgr.IsMvSupported(test.indexType)
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if got != test.want {
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t.Errorf("IsMvSupported(%v) = %v, want %v", test.indexType, got, test.want)
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}
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}
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}
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