feat: [GoSDK] fp32 <-> fp16/bf16 vector conversion

Add the following methods for convenient fp32 vector <-> fp16/bf16 vector conversion fp32 <-> fp16/bf16 vector conversion: - `func (fv FloatVector) ToFloat16Vector() Float16Vector` - `func (fv FloatVector) ToBFloat16Vector() BFloat16Vector` - `func (fv Float16Vector) ToFloat32Vector() FloatVector` - `func (fv BFloat16Vector) ToFloat32Vector() FloatVector` `columnBasedDataOption`: - `func (opt *columnBasedDataOption) WithFloat16VectorColumn(colName string, dim int, data [][]float32) *columnBasedDataOption` - `func (opt *columnBasedDataOption) WithBFloat16VectorColumn(colName string, dim int, data [][]float32) *columnBasedDataOption` `ColumnFloat16Vector`/`ColumnBFloat16Vector`: - `func NewColumnFloat16VectorFromFp32Vector(fieldName string, dim int, data [][]float32) *ColumnFloat16Vector` - `func NewColumnBFloat16VectorFromFp32Vector(fieldName string, dim int, data [][]float32) *ColumnBFloat16Vector` - support []float32 or `entity.FloatVector` in - `func (c *ColumnFloat16Vector) AppendValue(i interface{}) error` - `func (c *ColumnFloat16Vector) AppendValue(i interface{}) error` issue: #37448 Signed-off-by: Yinzuo Jiang <[email protected]> Signed-off-by: Yinzuo Jiang <[email protected]>
milvus-io · Nov 27, 2024 · 14fb31b · 14fb31b
1 parent 302650a
commit 14fb31b
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Showing 17 changed files with 402 additions and 73 deletions.
diff --git a/client/column/vector.go b/client/column/vector.go
@@ -137,14 +137,26 @@ func NewColumnFloat16Vector(fieldName string, dim int, data [][]byte) *ColumnFlo
 	}
 }
 
+func NewColumnFloat16VectorFromFp32Vector(fieldName string, dim int, data [][]float32) *ColumnFloat16Vector {
+	vectors := lo.Map(data, func(row []float32, _ int) entity.Float16Vector { return entity.FloatVector(row).ToFloat16Vector() })
+	return &ColumnFloat16Vector{
+		vectorBase: newVectorBase(fieldName, dim, vectors, entity.FieldTypeFloat16Vector),
+	}
+}
+
 // AppendValue appends vector value into values.
-// override default type constrains, add `[]byte` conversion
+// Override default type constrains, add `[]byte`, `entity.FloatVector` and
+// `[]float32` conversion.
 func (c *ColumnFloat16Vector) AppendValue(i interface{}) error {
 	switch vector := i.(type) {
 	case entity.Float16Vector:
 		c.values = append(c.values, vector)
 	case []byte:
 		c.values = append(c.values, vector)
+	case entity.FloatVector:
+		c.values = append(c.values, vector.ToFloat16Vector())
+	case []float32:
+		c.values = append(c.values, entity.FloatVector(vector).ToFloat16Vector())
 	default:
 		return errors.Newf("unexpected append value type %T, field type %v", vector, c.fieldType)
 	}
@@ -157,6 +169,8 @@ func (c *ColumnFloat16Vector) Slice(start, end int) Column {
 	}
 }
 
+/* bf16 vector */
+
 type ColumnBFloat16Vector struct {
 	*vectorBase[entity.BFloat16Vector]
 }
@@ -168,14 +182,26 @@ func NewColumnBFloat16Vector(fieldName string, dim int, data [][]byte) *ColumnBF
 	}
 }
 
+func NewColumnBFloat16VectorFromFp32Vector(fieldName string, dim int, data [][]float32) *ColumnBFloat16Vector {
+	vectors := lo.Map(data, func(row []float32, _ int) entity.BFloat16Vector { return entity.FloatVector(row).ToBFloat16Vector() })
+	return &ColumnBFloat16Vector{
+		vectorBase: newVectorBase(fieldName, dim, vectors, entity.FieldTypeBFloat16Vector),
+	}
+}
+
 // AppendValue appends vector value into values.
-// override default type constrains, add `[]byte` conversion
+// Override default type constrains, add `[]byte`, `entity.FloatVector` and
+// `[]float32` conversion.
 func (c *ColumnBFloat16Vector) AppendValue(i interface{}) error {
 	switch vector := i.(type) {
 	case entity.BFloat16Vector:
 		c.values = append(c.values, vector)
 	case []byte:
 		c.values = append(c.values, vector)
+	case entity.FloatVector:
+		c.values = append(c.values, vector.ToBFloat16Vector())
+	case []float32:
+		c.values = append(c.values, entity.FloatVector(vector).ToBFloat16Vector())
 	default:
 		return errors.Newf("unexpected append value type %T, field type %v", vector, c.fieldType)
 	}

diff --git a/client/column/vector_test.go b/client/column/vector_test.go
@@ -160,6 +160,33 @@ func (s *VectorSuite) TestBasic() {
 			s.Equal(dim, parsed.Dim())
 		}
 	})
+
+	s.Run("fp32 <-> fp16/bf16 vector conversion", func() {
+		dim := 3
+		data := [][]float32{{0.1, 0.2, 0.3}, {0.4, 0.5, 0.6}}
+		dataToAppend1 := []float32{0.7, 0.8, 0.9}
+		dataToAppend2 := entity.FloatVector([]float32{1.0, 1.1, 1.2})
+
+		fp16Vector := NewColumnFloat16VectorFromFp32Vector("fp16_vector", dim, data)
+		fp16Vector.AppendValue(dataToAppend1)
+		fp16Vector.AppendValue(dataToAppend2)
+		for _, vec := range fp16Vector.Data() {
+			fp32Vector := vec.ToFloat32Vector()
+			for i := 0; i < dim; i++ {
+				s.InDelta(data[i], fp32Vector[i], 1e-3)
+			}
+		}
+
+		bf16Vector := NewColumnBFloat16VectorFromFp32Vector("bf16_vector", dim, data)
+		bf16Vector.AppendValue(dataToAppend1)
+		bf16Vector.AppendValue(dataToAppend2)
+		for _, vec := range bf16Vector.Data() {
+			fp32Vector := vec.ToFloat32Vector()
+			for i := 0; i < dim; i++ {
+				s.InDelta(data[i], fp32Vector[i], 1e-3)
+			}
+		}
+	})
 }
 
 func (s *VectorSuite) TestSlice() {

diff --git a/client/entity/vectors.go b/client/entity/vectors.go
@@ -17,8 +17,7 @@
 package entity
 
 import (
-	"encoding/binary"
-	"math"
+	"github.com/milvus-io/milvus/pkg/util/typeutil"
 )
 
 // Vector interface vector used int search
@@ -44,13 +43,17 @@ func (fv FloatVector) FieldType() FieldType {
 // Serialize serializes vector into byte slice, used in search placeholder
 // LittleEndian is used for convention
 func (fv FloatVector) Serialize() []byte {
-	data := make([]byte, 0, 4*len(fv)) // float32 occupies 4 bytes
-	buf := make([]byte, 4)
-	for _, f := range fv {
-		binary.LittleEndian.PutUint32(buf, math.Float32bits(f))
-		data = append(data, buf...)
-	}
-	return data
+	return typeutil.Float32ArrayToBytes(fv)
+}
+
+func (fv FloatVector) ToFloat16Vector() Float16Vector {
+	return typeutil.Float32ArrayToFloat16Bytes(fv)
+}
+
+// SerializeToBFloat16Bytes serializes vector into bfloat16 byte slice,
+// used in search placeholder
+func (fv FloatVector) ToBFloat16Vector() BFloat16Vector {
+	return typeutil.Float32ArrayToBFloat16Bytes(fv)
 }
 
 // FloatVector float32 vector wrapper.
@@ -70,6 +73,10 @@ func (fv Float16Vector) Serialize() []byte {
 	return fv
 }
 
+func (fv Float16Vector) ToFloat32Vector() FloatVector {
+	return typeutil.Float16BytesToFloat32Vector(fv)
+}
+
 // FloatVector float32 vector wrapper.
 type BFloat16Vector []byte
 
@@ -87,6 +94,10 @@ func (fv BFloat16Vector) Serialize() []byte {
 	return fv
 }
 
+func (fv BFloat16Vector) ToFloat32Vector() FloatVector {
+	return typeutil.BFloat16BytesToFloat32Vector(fv)
+}
+
 // BinaryVector []byte vector wrapper
 type BinaryVector []byte
 

diff --git a/client/entity/vectors_test.go b/client/entity/vectors_test.go
@@ -33,9 +33,50 @@ func TestVectors(t *testing.T) {
 		}
 
 		fv := FloatVector(raw)
-
 		assert.Equal(t, dim, fv.Dim())
 		assert.Equal(t, dim*4, len(fv.Serialize()))
+
+		var fvConverted FloatVector
+
+		fp16v := fv.ToFloat16Vector()
+		assert.Equal(t, dim, fp16v.Dim())
+		assert.Equal(t, dim*2, len(fp16v.Serialize()))
+		fvConverted = fp16v.ToFloat32Vector()
+		assert.Equal(t, dim, fvConverted.Dim())
+		assert.Equal(t, dim*4, len(fvConverted.Serialize()))
+
+		bf16v := fv.ToBFloat16Vector()
+		assert.Equal(t, dim, bf16v.Dim())
+		assert.Equal(t, dim*2, len(bf16v.Serialize()))
+		fvConverted = bf16v.ToFloat32Vector()
+		assert.Equal(t, dim, fvConverted.Dim())
+		assert.Equal(t, dim*4, len(fvConverted.Serialize()))
+	})
+
+	t.Run("test fp32 <-> fp16/bf16 vector conversion", func(t *testing.T) {
+		raw := make([]float32, dim)
+		for i := 0; i < dim; i++ {
+			raw[i] = float32(i) * 0.1
+		}
+
+		fv := FloatVector(raw)
+		fp16v := fv.ToFloat16Vector()
+		bf16v := fv.ToBFloat16Vector()
+
+		assert.Equal(t, dim, fp16v.Dim())
+		assert.Equal(t, dim*2, len(fp16v.Serialize()))
+		assert.Equal(t, dim, bf16v.Dim())
+		assert.Equal(t, dim*2, len(bf16v.Serialize()))
+
+		fp32vFromfp16v := fp16v.ToFloat32Vector()
+		for i := 0; i < dim; i++ {
+			assert.InDelta(t, fv[i], fp32vFromfp16v[i], 0.04)
+		}
+
+		fp32vFrombf16v := bf16v.ToFloat32Vector()
+		for i := 0; i < dim; i++ {
+			assert.InDelta(t, fp32vFromfp16v[i], fp32vFrombf16v[i], 0.04)
+		}
 	})
 
 	t.Run("test binary vector", func(t *testing.T) {

diff --git a/client/go.mod b/client/go.mod
@@ -7,13 +7,12 @@ require (
 	github.com/cockroachdb/errors v1.9.1
 	github.com/grpc-ecosystem/go-grpc-middleware v1.3.0
 	github.com/milvus-io/milvus-proto/go-api/v2 v2.3.4-0.20241120015424-93892e628c69
-	github.com/milvus-io/milvus/pkg v0.0.2-0.20241111021426-5e90f348fcbb
+	github.com/milvus-io/milvus/pkg v0.0.2-0.20241126032235-cb6542339e84
 	github.com/quasilyte/go-ruleguard/dsl v0.3.22
 	github.com/samber/lo v1.27.0
 	github.com/stretchr/testify v1.9.0
 	github.com/tidwall/gjson v1.17.1
 	go.uber.org/atomic v1.10.0
-	golang.org/x/exp v0.0.0-20230224173230-c95f2b4c22f2
 	google.golang.org/grpc v1.65.0
 	google.golang.org/protobuf v1.34.2
 )
@@ -67,6 +66,7 @@ require (
 	github.com/sirupsen/logrus v1.9.0 // indirect
 	github.com/soheilhy/cmux v0.1.5 // indirect
 	github.com/spaolacci/murmur3 v1.1.0 // indirect
+	github.com/spf13/cast v1.3.1 // indirect
 	github.com/spf13/pflag v1.0.5 // indirect
 	github.com/stretchr/objx v0.5.2 // indirect
 	github.com/tidwall/match v1.1.1 // indirect
@@ -98,6 +98,7 @@ require (
 	go.uber.org/multierr v1.11.0 // indirect
 	go.uber.org/zap v1.27.0 // indirect
 	golang.org/x/crypto v0.25.0 // indirect
+	golang.org/x/exp v0.0.0-20230224173230-c95f2b4c22f2 // indirect
 	golang.org/x/net v0.27.0 // indirect
 	golang.org/x/sync v0.7.0 // indirect
 	golang.org/x/sys v0.22.0 // indirect

diff --git a/client/go.sum b/client/go.sum
@@ -320,8 +320,8 @@ github.com/microcosm-cc/bluemonday v1.0.2/go.mod h1:iVP4YcDBq+n/5fb23BhYFvIMq/le
 github.com/miekg/dns v1.0.14/go.mod h1:W1PPwlIAgtquWBMBEV9nkV9Cazfe8ScdGz/Lj7v3Nrg=
 github.com/milvus-io/milvus-proto/go-api/v2 v2.3.4-0.20241120015424-93892e628c69 h1:Qt0Bv2Fum3EX3OlkuQYHJINBzeU4oEuHy2lXSfB/gZw=
 github.com/milvus-io/milvus-proto/go-api/v2 v2.3.4-0.20241120015424-93892e628c69/go.mod h1:/6UT4zZl6awVeXLeE7UGDWZvXj3IWkRsh3mqsn0DiAs=
-github.com/milvus-io/milvus/pkg v0.0.2-0.20241111021426-5e90f348fcbb h1:lMyIrG03agASB88AAwnk+NOU9V33lcBdtub/ZEv6IQU=
-github.com/milvus-io/milvus/pkg v0.0.2-0.20241111021426-5e90f348fcbb/go.mod h1:w5nu1Z318AvgWQrGUYXaqLeVLu4JvCS/oYhxqctOZvU=
+github.com/milvus-io/milvus/pkg v0.0.2-0.20241126032235-cb6542339e84 h1:EAFxmxUVp5yYFDCrX1MQoSxkTO+ycy8NXEqEDEB3cRM=
+github.com/milvus-io/milvus/pkg v0.0.2-0.20241126032235-cb6542339e84/go.mod h1:RATa0GS4jhkPpsYOvQ/QvcNz8rd+TlRPDiSyXQnMMxs=
 github.com/mitchellh/cli v1.0.0/go.mod h1:hNIlj7HEI86fIcpObd7a0FcrxTWetlwJDGcceTlRvqc=
 github.com/mitchellh/go-homedir v1.0.0/go.mod h1:SfyaCUpYCn1Vlf4IUYiD9fPX4A5wJrkLzIz1N1q0pr0=
 github.com/mitchellh/go-homedir v1.1.0/go.mod h1:SfyaCUpYCn1Vlf4IUYiD9fPX4A5wJrkLzIz1N1q0pr0=
@@ -436,6 +436,8 @@ github.com/spaolacci/murmur3 v1.1.0 h1:7c1g84S4BPRrfL5Xrdp6fOJ206sU9y293DDHaoy0b
 github.com/spaolacci/murmur3 v1.1.0/go.mod h1:JwIasOWyU6f++ZhiEuf87xNszmSA2myDM2Kzu9HwQUA=
 github.com/spf13/afero v1.1.2/go.mod h1:j4pytiNVoe2o6bmDsKpLACNPDBIoEAkihy7loJ1B0CQ=
 github.com/spf13/cast v1.3.0/go.mod h1:Qx5cxh0v+4UWYiBimWS+eyWzqEqokIECu5etghLkUJE=
+github.com/spf13/cast v1.3.1 h1:nFm6S0SMdyzrzcmThSipiEubIDy8WEXKNZ0UOgiRpng=
+github.com/spf13/cast v1.3.1/go.mod h1:Qx5cxh0v+4UWYiBimWS+eyWzqEqokIECu5etghLkUJE=
 github.com/spf13/cobra v0.0.5/go.mod h1:3K3wKZymM7VvHMDS9+Akkh4K60UwM26emMESw8tLCHU=
 github.com/spf13/cobra v1.1.3/go.mod h1:pGADOWyqRD/YMrPZigI/zbliZ2wVD/23d+is3pSWzOo=
 github.com/spf13/jwalterweatherman v1.0.0/go.mod h1:cQK4TGJAtQXfYWX+Ddv3mKDzgVb68N+wFjFa4jdeBTo=

diff --git a/client/milvusclient/results_test.go b/client/milvusclient/results_test.go
@@ -31,12 +31,16 @@ type ResultSetSuite struct {
 
 func (s *ResultSetSuite) TestResultsetUnmarshal() {
 	type MyData struct {
-		A int64     `milvus:"name:id"`
-		V []float32 `milvus:"name:vector"`
+		A     int64     `milvus:"name:id"`
+		V     []float32 `milvus:"name:vector"`
+		Fp16V []byte    `milvus:"name:fp16_vector"`
+		Bf16V []byte    `milvus:"name:bf16_vector"`
 	}
 	type OtherData struct {
-		A string    `milvus:"name:id"`
-		V []float32 `milvus:"name:vector"`
+		A     string    `milvus:"name:id"`
+		V     []float32 `milvus:"name:vector"`
+		Fp16V []byte    `milvus:"name:fp16_vector"`
+		Bf16V []byte    `milvus:"name:bf16_vector"`
 	}
 
 	var (
@@ -51,6 +55,8 @@ func (s *ResultSetSuite) TestResultsetUnmarshal() {
 	rs := DataSet([]column.Column{
 		column.NewColumnInt64("id", idData),
 		column.NewColumnFloatVector("vector", 2, vectorData),
+		column.NewColumnFloat16VectorFromFp32Vector("fp16_vector", 2, vectorData),
+		column.NewColumnBFloat16VectorFromFp32Vector("bf16_vector", 2, vectorData),
 	})
 	err := rs.Unmarshal([]MyData{})
 	s.Error(err)
@@ -66,6 +72,8 @@ func (s *ResultSetSuite) TestResultsetUnmarshal() {
 	for idx, row := range ptrReceiver {
 		s.Equal(row.A, idData[idx])
 		s.Equal(row.V, vectorData[idx])
+		s.Equal(entity.Float16Vector(row.Fp16V), entity.FloatVector(vectorData[idx]).ToFloat16Vector())
+		s.Equal(entity.BFloat16Vector(row.Bf16V), entity.FloatVector(vectorData[idx]).ToBFloat16Vector())
 	}
 
 	var otherReceiver []*OtherData
@@ -75,12 +83,16 @@ func (s *ResultSetSuite) TestResultsetUnmarshal() {
 
 func (s *ResultSetSuite) TestSearchResultUnmarshal() {
 	type MyData struct {
-		A int64     `milvus:"name:id"`
-		V []float32 `milvus:"name:vector"`
+		A     int64     `milvus:"name:id"`
+		V     []float32 `milvus:"name:vector"`
+		Fp16V []byte    `milvus:"name:fp16_vector"`
+		Bf16V []byte    `milvus:"name:bf16_vector"`
 	}
 	type OtherData struct {
-		A string    `milvus:"name:id"`
-		V []float32 `milvus:"name:vector"`
+		A     string    `milvus:"name:id"`
+		V     []float32 `milvus:"name:vector"`
+		Fp16V []byte    `milvus:"name:fp16_vector"`
+		Bf16V []byte    `milvus:"name:bf16_vector"`
 	}
 
 	var (
@@ -95,10 +107,14 @@ func (s *ResultSetSuite) TestSearchResultUnmarshal() {
 	sr := ResultSet{
 		sch: entity.NewSchema().
 			WithField(entity.NewField().WithName("id").WithIsPrimaryKey(true).WithDataType(entity.FieldTypeInt64)).
-			WithField(entity.NewField().WithName("vector").WithDim(2).WithDataType(entity.FieldTypeFloatVector)),
+			WithField(entity.NewField().WithName("vector").WithDim(2).WithDataType(entity.FieldTypeFloatVector)).
+			WithField(entity.NewField().WithName("fp16_vector").WithDim(2).WithDataType(entity.FieldTypeFloat16Vector)).
+			WithField(entity.NewField().WithName("bf16_vector").WithDim(2).WithDataType(entity.FieldTypeBFloat16Vector)),
 		IDs: column.NewColumnInt64("id", idData),
 		Fields: DataSet([]column.Column{
 			column.NewColumnFloatVector("vector", 2, vectorData),
+			column.NewColumnFloat16VectorFromFp32Vector("fp16_vector", 2, vectorData),
+			column.NewColumnBFloat16VectorFromFp32Vector("bf16_vector", 2, vectorData),
 		}),
 	}
 	err := sr.Unmarshal([]MyData{})
@@ -115,6 +131,8 @@ func (s *ResultSetSuite) TestSearchResultUnmarshal() {
 	for idx, row := range ptrReceiver {
 		s.Equal(row.A, idData[idx])
 		s.Equal(row.V, vectorData[idx])
+		s.Equal(entity.Float16Vector(row.Fp16V), entity.FloatVector(vectorData[idx]).ToFloat16Vector())
+		s.Equal(entity.BFloat16Vector(row.Bf16V), entity.FloatVector(vectorData[idx]).ToBFloat16Vector())
 	}
 
 	var otherReceiver []*OtherData

diff --git a/client/milvusclient/write_options.go b/client/milvusclient/write_options.go
@@ -29,6 +29,7 @@ import (
 	"github.com/milvus-io/milvus/client/v2/column"
 	"github.com/milvus-io/milvus/client/v2/entity"
 	"github.com/milvus-io/milvus/client/v2/row"
+	"github.com/milvus-io/milvus/pkg/util/typeutil"
 )
 
 type InsertOption interface {
@@ -95,13 +96,21 @@ func (opt *columnBasedDataOption) processInsertColumns(colSchema *entity.Schema,
 		if col.Type() != field.DataType {
 			return nil, 0, fmt.Errorf("param column %s has type %v but collection field definition is %v", col.Name(), col.Type(), field.DataType)
 		}
-		if field.DataType == entity.FieldTypeFloatVector || field.DataType == entity.FieldTypeBinaryVector {
+		if field.DataType == entity.FieldTypeFloatVector || field.DataType == entity.FieldTypeBinaryVector ||
+			field.DataType == entity.FieldTypeFloat16Vector || field.DataType == entity.FieldTypeBFloat16Vector ||
+			field.DataType == entity.FieldTypeSparseVector {
 			dim := 0
 			switch column := col.(type) {
 			case *column.ColumnFloatVector:
 				dim = column.Dim()
 			case *column.ColumnBinaryVector:
 				dim = column.Dim()
+			case *column.ColumnFloat16Vector:
+				dim = column.Dim()
+			case *column.ColumnBFloat16Vector:
+				dim = column.Dim()
+			case *column.ColumnSparseFloatVector:
+				dim = column.Dim()
 			}
 			if fmt.Sprintf("%d", dim) != field.TypeParams[entity.TypeParamDim] {
 				return nil, 0, fmt.Errorf("params column %s vector dim %d not match collection definition, which has dim of %s", field.Name, dim, field.TypeParams[entity.TypeParamDim])
@@ -205,6 +214,24 @@ func (opt *columnBasedDataOption) WithFloatVectorColumn(colName string, dim int,
 	return opt.WithColumns(column)
 }
 
+func (opt *columnBasedDataOption) WithFloat16VectorColumn(colName string, dim int, data [][]float32) *columnBasedDataOption {
+	f16v := make([][]byte, 0, len(data))
+	for i := 0; i < len(data); i++ {
+		f16v = append(f16v, typeutil.Float32ArrayToFloat16Bytes(data[i]))
+	}
+	column := column.NewColumnFloat16Vector(colName, dim, f16v)
+	return opt.WithColumns(column)
+}
+
+func (opt *columnBasedDataOption) WithBFloat16VectorColumn(colName string, dim int, data [][]float32) *columnBasedDataOption {
+	bf16v := make([][]byte, 0, len(data))
+	for i := 0; i < len(data); i++ {
+		bf16v = append(bf16v, typeutil.Float32ArrayToBFloat16Bytes(data[i]))
+	}
+	column := column.NewColumnBFloat16Vector(colName, dim, bf16v)
+	return opt.WithColumns(column)
+}
+
 func (opt *columnBasedDataOption) WithBinaryVectorColumn(colName string, dim int, data [][]byte) *columnBasedDataOption {
 	column := column.NewColumnBinaryVector(colName, dim, data)
 	return opt.WithColumns(column)