Fix: Adapt bf16/fp16 in row-based API

entity/rows.go

@@ -38,6 +38,9 @@ const (
 	// VectorDimTag struct tag const for vector dimension
 	VectorDimTag = `DIM`
 
+	// VectorTypeTag struct tag const for binary vector type
+	VectorTypeTag = `VECTOR_TYPE`
+
 	// MilvusPrimaryKey struct tag const for primary key indicator
 	MilvusPrimaryKey = `PRIMARY_KEY`
 
@@ -197,8 +200,15 @@ func ParseSchemaAny(r interface{}) (*Schema, error) {
 			}
 			elemType := ft.Elem()
 			switch elemType.Kind() {
-			case reflect.Uint8: // []byte!
-				field.DataType = FieldTypeBinaryVector
+			case reflect.Uint8: // []byte, could be BinaryVector, fp16, bf 6
+				switch tagSettings[VectorTypeTag] {
+				case "fp16":
+					field.DataType = FieldTypeFloat16Vector
+				case "bf16":
+					field.DataType = FieldTypeBFloat16Vector
+				default:
+					field.DataType = FieldTypeBinaryVector
+				}
 			case reflect.Float32:
 				field.DataType = FieldTypeFloatVector
 			default:
@@ -355,6 +365,30 @@ func AnyToColumns(rows []interface{}, schemas ...*Schema) ([]Column, error) {
 			}
 			col := NewColumnBinaryVector(field.Name, int(dim), data)
 			nameColumns[field.Name] = col
+		case FieldTypeFloat16Vector:
+			data := make([][]byte, 0, rowsLen)
+			dimStr, has := field.TypeParams[TypeParamDim]
+			if !has {
+				return []Column{}, errors.New("vector field with no dim")
+			}
+			dim, err := strconv.ParseInt(dimStr, 10, 64)
+			if err != nil {
+				return []Column{}, fmt.Errorf("vector field with bad format dim: %s", err.Error())
+			}
+			col := NewColumnFloat16Vector(field.Name, int(dim), data)
+			nameColumns[field.Name] = col
+		case FieldTypeBFloat16Vector:
+			data := make([][]byte, 0, rowsLen)
+			dimStr, has := field.TypeParams[TypeParamDim]
+			if !has {
+				return []Column{}, errors.New("vector field with no dim")
+			}
+			dim, err := strconv.ParseInt(dimStr, 10, 64)
+			if err != nil {
+				return []Column{}, fmt.Errorf("vector field with bad format dim: %s", err.Error())
+			}
+			col := NewColumnBFloat16Vector(field.Name, int(dim), data)
+			nameColumns[field.Name] = col
 		}
 	}
 

entity/rows_test.go

@@ -117,6 +117,18 @@ func TestParseSchema(t *testing.T) {
 		assert.Nil(t, err)
 		assert.Equal(t, "RowBase", sch.CollectionName)
 
+		getVectorField := func(schema *Schema) *Field {
+			for _, field := range schema.Fields {
+				if field.DataType == FieldTypeFloatVector ||
+					field.DataType == FieldTypeBinaryVector ||
+					field.DataType == FieldTypeBFloat16Vector ||
+					field.DataType == FieldTypeFloat16Vector {
+					return field
+				}
+			}
+			return nil
+		}
+
 		type ValidStruct struct {
 			RowBase
 			ID     int64 `milvus:"primary_key"`
@@ -134,6 +146,44 @@ func TestParseSchema(t *testing.T) {
 		assert.NotNil(t, sch)
 		assert.Equal(t, "ValidStruct", sch.CollectionName)
 
+		type ValidFp16Struct struct {
+			RowBase
+			ID     int64 `milvus:"primary_key"`
+			Attr1  int8
+			Attr2  int16
+			Attr3  int32
+			Attr4  float32
+			Attr5  float64
+			Attr6  string
+			Vector []byte `milvus:"dim:128;vector_type:fp16"`
+		}
+		fp16Vs := &ValidFp16Struct{}
+		sch, err = ParseSchema(fp16Vs)
+		assert.Nil(t, err)
+		assert.NotNil(t, sch)
+		assert.Equal(t, "ValidFp16Struct", sch.CollectionName)
+		vectorField := getVectorField(sch)
+		assert.Equal(t, FieldTypeFloat16Vector, vectorField.DataType)
+
+		type ValidBf16Struct struct {
+			RowBase
+			ID     int64 `milvus:"primary_key"`
+			Attr1  int8
+			Attr2  int16
+			Attr3  int32
+			Attr4  float32
+			Attr5  float64
+			Attr6  string
+			Vector []byte `milvus:"dim:128;vector_type:bf16"`
+		}
+		bf16Vs := &ValidBf16Struct{}
+		sch, err = ParseSchema(bf16Vs)
+		assert.Nil(t, err)
+		assert.NotNil(t, sch)
+		assert.Equal(t, "ValidBf16Struct", sch.CollectionName)
+		vectorField = getVectorField(sch)
+		assert.Equal(t, FieldTypeBFloat16Vector, vectorField.DataType)
+
 		type ValidByteStruct struct {
 			RowBase
 			ID     int64  `milvus:"primary_key"`
@@ -240,6 +290,32 @@ func (s *RowsSuite) TestRowsToColumns() {
 		s.Equal("Vector", columns[0].Name())
 	})
 
+	s.Run("fp16", func() {
+		type BF16Struct struct {
+			RowBase
+			ID     int64  `milvus:"primary_key;auto_id"`
+			Vector []byte `milvus:"dim:16;vector_type:bf16"`
+		}
+		columns, err := RowsToColumns([]Row{&BF16Struct{}})
+		s.Nil(err)
+		s.Require().Equal(1, len(columns))
+		s.Equal("Vector", columns[0].Name())
+		s.Equal(FieldTypeBFloat16Vector, columns[0].Type())
+	})
+
+	s.Run("fp16", func() {
+		type FP16Struct struct {
+			RowBase
+			ID     int64  `milvus:"primary_key;auto_id"`
+			Vector []byte `milvus:"dim:16;vector_type:fp16"`
+		}
+		columns, err := RowsToColumns([]Row{&FP16Struct{}})
+		s.Nil(err)
+		s.Require().Equal(1, len(columns))
+		s.Equal("Vector", columns[0].Name())
+		s.Equal(FieldTypeFloat16Vector, columns[0].Type())
+	})
+
 	s.Run("invalid_cases", func() {
 		// empty input
 		_, err := RowsToColumns([]Row{})