mirror of
https://gitee.com/milvus-io/milvus.git
synced 2025-12-07 01:28:27 +08:00
c4f3f0ce4c
ref: https://github.com/milvus-io/milvus/issues/42148 --------- Signed-off-by: SpadeA <tangchenjie1210@gmail.com> Signed-off-by: SpadeA-Tang <tangchenjie1210@gmail.com>
675 lines
17 KiB
Go
675 lines
17 KiB
Go
package storage
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import (
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"testing"
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"github.com/stretchr/testify/assert"
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"github.com/stretchr/testify/require"
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"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
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)
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func TestPayloadWriter_Failed(t *testing.T) {
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t.Run("wrong input", func(t *testing.T) {
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_, err := NewPayloadWriter(schemapb.DataType_FloatVector)
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require.Error(t, err)
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})
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t.Run("Test Bool", func(t *testing.T) {
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w, err := NewPayloadWriter(schemapb.DataType_Bool)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddBoolToPayload([]bool{}, nil)
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require.Error(t, err)
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err = w.FinishPayloadWriter()
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require.NoError(t, err)
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err = w.AddBoolToPayload([]bool{false}, nil)
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require.Error(t, err)
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w, err = NewPayloadWriter(schemapb.DataType_Float)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddBoolToPayload([]bool{false}, nil)
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require.Error(t, err)
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})
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t.Run("Test Byte", func(t *testing.T) {
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w, err := NewPayloadWriter(schemapb.DataType_Int8, WithNullable(Params.CommonCfg.MaxBloomFalsePositive.PanicIfEmpty))
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddByteToPayload([]byte{}, nil)
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require.Error(t, err)
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err = w.FinishPayloadWriter()
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require.NoError(t, err)
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err = w.AddByteToPayload([]byte{0}, nil)
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require.Error(t, err)
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w, err = NewPayloadWriter(schemapb.DataType_Float)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddByteToPayload([]byte{0}, nil)
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require.Error(t, err)
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})
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t.Run("Test Int8", func(t *testing.T) {
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w, err := NewPayloadWriter(schemapb.DataType_Int8)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddInt8ToPayload([]int8{}, nil)
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require.Error(t, err)
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err = w.FinishPayloadWriter()
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require.NoError(t, err)
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err = w.AddInt8ToPayload([]int8{0}, nil)
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require.Error(t, err)
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w, err = NewPayloadWriter(schemapb.DataType_Float)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddInt8ToPayload([]int8{0}, nil)
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require.Error(t, err)
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})
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t.Run("Test Int16", func(t *testing.T) {
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w, err := NewPayloadWriter(schemapb.DataType_Int16)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddInt16ToPayload([]int16{}, nil)
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require.Error(t, err)
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err = w.FinishPayloadWriter()
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require.NoError(t, err)
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err = w.AddInt16ToPayload([]int16{0}, nil)
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require.Error(t, err)
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w, err = NewPayloadWriter(schemapb.DataType_Float)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddInt16ToPayload([]int16{0}, nil)
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require.Error(t, err)
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})
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t.Run("Test Int32", func(t *testing.T) {
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w, err := NewPayloadWriter(schemapb.DataType_Int32)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddInt32ToPayload([]int32{}, nil)
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require.Error(t, err)
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err = w.FinishPayloadWriter()
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require.NoError(t, err)
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err = w.AddInt32ToPayload([]int32{0}, nil)
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require.Error(t, err)
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w, err = NewPayloadWriter(schemapb.DataType_Float)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddInt32ToPayload([]int32{0}, nil)
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require.Error(t, err)
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})
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t.Run("Test Int64", func(t *testing.T) {
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w, err := NewPayloadWriter(schemapb.DataType_Int64, WithNullable(Params.CommonCfg.MaxBloomFalsePositive.PanicIfEmpty))
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddInt64ToPayload([]int64{}, nil)
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require.Error(t, err)
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err = w.FinishPayloadWriter()
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require.NoError(t, err)
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err = w.AddInt64ToPayload([]int64{0}, nil)
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require.Error(t, err)
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w, err = NewPayloadWriter(schemapb.DataType_Float)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddInt64ToPayload([]int64{0}, nil)
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require.Error(t, err)
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})
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t.Run("Test Float", func(t *testing.T) {
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w, err := NewPayloadWriter(schemapb.DataType_Float)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddFloatToPayload([]float32{}, nil)
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require.Error(t, err)
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err = w.FinishPayloadWriter()
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require.NoError(t, err)
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err = w.AddFloatToPayload([]float32{0}, nil)
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require.Error(t, err)
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w, err = NewPayloadWriter(schemapb.DataType_Int64)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddFloatToPayload([]float32{0}, nil)
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require.Error(t, err)
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})
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t.Run("Test Double", func(t *testing.T) {
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w, err := NewPayloadWriter(schemapb.DataType_Double)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddDoubleToPayload([]float64{}, nil)
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require.Error(t, err)
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err = w.FinishPayloadWriter()
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require.NoError(t, err)
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err = w.AddDoubleToPayload([]float64{0}, nil)
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require.Error(t, err)
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w, err = NewPayloadWriter(schemapb.DataType_Int64)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddDoubleToPayload([]float64{0}, nil)
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require.Error(t, err)
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})
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t.Run("Test String", func(t *testing.T) {
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w, err := NewPayloadWriter(schemapb.DataType_String)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.FinishPayloadWriter()
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require.NoError(t, err)
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err = w.AddOneStringToPayload("test", false)
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require.Error(t, err)
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w, err = NewPayloadWriter(schemapb.DataType_Int64)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddOneStringToPayload("test", false)
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require.Error(t, err)
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})
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t.Run("Test Array", func(t *testing.T) {
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w, err := NewPayloadWriter(schemapb.DataType_Array)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.FinishPayloadWriter()
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require.NoError(t, err)
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err = w.AddOneArrayToPayload(&schemapb.ScalarField{}, false)
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require.Error(t, err)
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w, err = NewPayloadWriter(schemapb.DataType_Int64)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddOneArrayToPayload(&schemapb.ScalarField{}, false)
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require.Error(t, err)
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})
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t.Run("Test Json", func(t *testing.T) {
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w, err := NewPayloadWriter(schemapb.DataType_JSON)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.FinishPayloadWriter()
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require.NoError(t, err)
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err = w.AddOneJSONToPayload([]byte{0, 1}, false)
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require.Error(t, err)
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w, err = NewPayloadWriter(schemapb.DataType_Int64)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddOneJSONToPayload([]byte{0, 1}, false)
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require.Error(t, err)
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})
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t.Run("Test BinaryVector", func(t *testing.T) {
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w, err := NewPayloadWriter(schemapb.DataType_BinaryVector, WithDim(8))
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require.Nil(t, err)
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require.NotNil(t, w)
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data := make([]byte, 8)
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for i := 0; i < 8; i++ {
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data[i] = 1
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}
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err = w.FinishPayloadWriter()
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require.NoError(t, err)
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err = w.AddBinaryVectorToPayload(data, 8)
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require.Error(t, err)
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w, err = NewPayloadWriter(schemapb.DataType_Int64)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddBinaryVectorToPayload(data, 8)
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require.Error(t, err)
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})
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t.Run("Test FloatVector", func(t *testing.T) {
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w, err := NewPayloadWriter(schemapb.DataType_FloatVector, WithDim(8))
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require.Nil(t, err)
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require.NotNil(t, w)
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data := make([]float32, 8)
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for i := 0; i < 8; i++ {
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data[i] = 1
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}
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err = w.AddFloatToPayload([]float32{}, nil)
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require.Error(t, err)
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err = w.FinishPayloadWriter()
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require.NoError(t, err)
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err = w.AddFloatToPayload(data, nil)
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require.Error(t, err)
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w, err = NewPayloadWriter(schemapb.DataType_Int64)
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require.Nil(t, err)
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require.NotNil(t, w)
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err = w.AddFloatToPayload(data, nil)
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require.Error(t, err)
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})
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}
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func TestPayloadWriter_ArrayOfVector(t *testing.T) {
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t.Run("Test ArrayOfFloatVector - Basic", func(t *testing.T) {
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dim := 128
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numRows := 100
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vectorsPerRow := 5
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// Create test data
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vectorArrayData := &VectorArrayFieldData{
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Data: make([]*schemapb.VectorField, numRows),
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ElementType: schemapb.DataType_FloatVector,
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Dim: int64(dim),
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}
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for i := 0; i < numRows; i++ {
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floatData := make([]float32, vectorsPerRow*dim)
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for j := 0; j < len(floatData); j++ {
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floatData[j] = float32(i*1000 + j) // Predictable values for verification
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}
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vectorArrayData.Data[i] = &schemapb.VectorField{
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Dim: int64(dim),
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Data: &schemapb.VectorField_FloatVector{
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FloatVector: &schemapb.FloatArray{
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Data: floatData,
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},
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},
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}
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}
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w, err := NewPayloadWriter(
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schemapb.DataType_ArrayOfVector,
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WithDim(dim),
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WithElementType(schemapb.DataType_FloatVector),
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)
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require.NoError(t, err)
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require.NotNil(t, w)
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err = w.AddVectorArrayFieldDataToPayload(vectorArrayData)
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require.NoError(t, err)
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err = w.FinishPayloadWriter()
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require.NoError(t, err)
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// Verify results
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buffer, err := w.GetPayloadBufferFromWriter()
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require.NoError(t, err)
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require.NotEmpty(t, buffer)
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length, err := w.GetPayloadLengthFromWriter()
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require.NoError(t, err)
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require.Equal(t, numRows, length)
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})
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t.Run("Test ArrayOfFloatVector - Error Cases", func(t *testing.T) {
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// Test missing ElementType
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_, err := NewPayloadWriter(schemapb.DataType_ArrayOfVector, WithDim(128))
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require.Error(t, err)
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require.Contains(t, err.Error(), "requires elementType")
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// Test with correct setup
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w, err := NewPayloadWriter(
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schemapb.DataType_ArrayOfVector,
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WithDim(128),
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WithElementType(schemapb.DataType_FloatVector),
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)
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require.NoError(t, err)
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require.NotNil(t, w)
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// Test adding empty data
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emptyData := &VectorArrayFieldData{
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Data: []*schemapb.VectorField{},
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ElementType: schemapb.DataType_FloatVector,
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}
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err = w.AddVectorArrayFieldDataToPayload(emptyData)
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require.Error(t, err)
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require.Contains(t, err.Error(), "empty vector array")
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// Test incorrect data type with AddDataToPayloadForUT
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w, err = NewPayloadWriter(
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schemapb.DataType_ArrayOfVector,
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WithDim(128),
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WithElementType(schemapb.DataType_FloatVector),
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)
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require.NoError(t, err)
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wrongData := "not a VectorArrayFieldData"
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err = w.AddDataToPayloadForUT(wrongData, nil)
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require.Error(t, err)
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require.Contains(t, err.Error(), "incorrect data type")
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})
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t.Run("Test ArrayOfFloatVector - Multiple Batches", func(t *testing.T) {
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// Test adding multiple batches of vector arrays
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dim := 64
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batchSize := 50
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numBatches := 3
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vectorsPerRow := 3
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w, err := NewPayloadWriter(
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schemapb.DataType_ArrayOfVector,
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WithDim(dim),
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WithElementType(schemapb.DataType_FloatVector),
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)
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require.NoError(t, err)
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totalRows := 0
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for batch := 0; batch < numBatches; batch++ {
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batchData := &VectorArrayFieldData{
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Data: make([]*schemapb.VectorField, batchSize),
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ElementType: schemapb.DataType_FloatVector,
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Dim: int64(dim),
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}
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for i := 0; i < batchSize; i++ {
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floatData := make([]float32, vectorsPerRow*dim)
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for j := 0; j < len(floatData); j++ {
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floatData[j] = float32(batch*10000 + i*100 + j)
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}
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batchData.Data[i] = &schemapb.VectorField{
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Dim: int64(dim),
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Data: &schemapb.VectorField_FloatVector{
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FloatVector: &schemapb.FloatArray{
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Data: floatData,
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},
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},
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}
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}
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err = w.AddVectorArrayFieldDataToPayload(batchData)
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require.NoError(t, err)
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totalRows += batchSize
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}
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err = w.FinishPayloadWriter()
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require.NoError(t, err)
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length, err := w.GetPayloadLengthFromWriter()
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require.NoError(t, err)
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require.Equal(t, totalRows, length)
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})
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t.Run("Test ArrayOfFloatVector - Variable Vectors Per Row", func(t *testing.T) {
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// Test with different number of vectors per row
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dim := 32
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numRows := 20
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w, err := NewPayloadWriter(
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schemapb.DataType_ArrayOfVector,
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WithDim(dim),
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WithElementType(schemapb.DataType_FloatVector),
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)
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require.NoError(t, err)
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vectorArrayData := &VectorArrayFieldData{
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Data: make([]*schemapb.VectorField, numRows),
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ElementType: schemapb.DataType_FloatVector,
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Dim: int64(dim),
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}
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for i := 0; i < numRows; i++ {
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// Variable number of vectors per row (1 to 10)
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vectorsPerRow := (i % 10) + 1
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floatData := make([]float32, vectorsPerRow*dim)
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for j := 0; j < len(floatData); j++ {
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floatData[j] = float32(i*100 + j)
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}
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vectorArrayData.Data[i] = &schemapb.VectorField{
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Dim: int64(dim),
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Data: &schemapb.VectorField_FloatVector{
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FloatVector: &schemapb.FloatArray{
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Data: floatData,
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},
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},
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}
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}
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err = w.AddVectorArrayFieldDataToPayload(vectorArrayData)
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require.NoError(t, err)
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err = w.FinishPayloadWriter()
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require.NoError(t, err)
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length, err := w.GetPayloadLengthFromWriter()
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require.NoError(t, err)
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require.Equal(t, numRows, length)
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})
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t.Run("Test ArrayOfFloat16Vector - Basic", func(t *testing.T) {
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dim := 64
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numRows := 50
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vectorsPerRow := 4
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// Create test data
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vectorArrayData := &VectorArrayFieldData{
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Data: make([]*schemapb.VectorField, numRows),
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ElementType: schemapb.DataType_Float16Vector,
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Dim: int64(dim),
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}
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for i := 0; i < numRows; i++ {
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// Float16 vectors are stored as bytes (2 bytes per element)
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byteData := make([]byte, vectorsPerRow*dim*2)
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for j := 0; j < len(byteData); j++ {
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byteData[j] = byte((i*1000 + j) % 256)
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}
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vectorArrayData.Data[i] = &schemapb.VectorField{
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Dim: int64(dim),
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Data: &schemapb.VectorField_Float16Vector{
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Float16Vector: byteData,
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},
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}
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}
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w, err := NewPayloadWriter(
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schemapb.DataType_ArrayOfVector,
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WithDim(dim),
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WithElementType(schemapb.DataType_Float16Vector),
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)
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require.NoError(t, err)
|
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require.NotNil(t, w)
|
|
|
|
err = w.AddVectorArrayFieldDataToPayload(vectorArrayData)
|
|
require.NoError(t, err)
|
|
|
|
err = w.FinishPayloadWriter()
|
|
require.NoError(t, err)
|
|
|
|
// Verify results
|
|
buffer, err := w.GetPayloadBufferFromWriter()
|
|
require.NoError(t, err)
|
|
require.NotEmpty(t, buffer)
|
|
|
|
length, err := w.GetPayloadLengthFromWriter()
|
|
require.NoError(t, err)
|
|
require.Equal(t, numRows, length)
|
|
})
|
|
|
|
t.Run("Test ArrayOfBinaryVector - Basic", func(t *testing.T) {
|
|
dim := 128 // Must be multiple of 8
|
|
numRows := 50
|
|
vectorsPerRow := 3
|
|
|
|
// Create test data
|
|
vectorArrayData := &VectorArrayFieldData{
|
|
Data: make([]*schemapb.VectorField, numRows),
|
|
ElementType: schemapb.DataType_BinaryVector,
|
|
Dim: int64(dim),
|
|
}
|
|
|
|
for i := 0; i < numRows; i++ {
|
|
// Binary vectors use 1 bit per dimension, so dim/8 bytes per vector
|
|
byteData := make([]byte, vectorsPerRow*dim/8)
|
|
for j := 0; j < len(byteData); j++ {
|
|
byteData[j] = byte((i + j) % 256)
|
|
}
|
|
|
|
vectorArrayData.Data[i] = &schemapb.VectorField{
|
|
Dim: int64(dim),
|
|
Data: &schemapb.VectorField_BinaryVector{
|
|
BinaryVector: byteData,
|
|
},
|
|
}
|
|
}
|
|
|
|
w, err := NewPayloadWriter(
|
|
schemapb.DataType_ArrayOfVector,
|
|
WithDim(dim),
|
|
WithElementType(schemapb.DataType_BinaryVector),
|
|
)
|
|
require.NoError(t, err)
|
|
require.NotNil(t, w)
|
|
|
|
err = w.AddVectorArrayFieldDataToPayload(vectorArrayData)
|
|
require.NoError(t, err)
|
|
|
|
err = w.FinishPayloadWriter()
|
|
require.NoError(t, err)
|
|
|
|
// Verify results
|
|
buffer, err := w.GetPayloadBufferFromWriter()
|
|
require.NoError(t, err)
|
|
require.NotEmpty(t, buffer)
|
|
|
|
length, err := w.GetPayloadLengthFromWriter()
|
|
require.NoError(t, err)
|
|
require.Equal(t, numRows, length)
|
|
})
|
|
|
|
t.Run("Test ArrayOfBFloat16Vector - Basic", func(t *testing.T) {
|
|
dim := 64
|
|
numRows := 50
|
|
vectorsPerRow := 4
|
|
|
|
// Create test data
|
|
vectorArrayData := &VectorArrayFieldData{
|
|
Data: make([]*schemapb.VectorField, numRows),
|
|
ElementType: schemapb.DataType_BFloat16Vector,
|
|
Dim: int64(dim),
|
|
}
|
|
|
|
for i := 0; i < numRows; i++ {
|
|
// BFloat16 vectors are stored as bytes (2 bytes per element)
|
|
byteData := make([]byte, vectorsPerRow*dim*2)
|
|
for j := 0; j < len(byteData); j++ {
|
|
byteData[j] = byte((i*100 + j) % 256)
|
|
}
|
|
|
|
vectorArrayData.Data[i] = &schemapb.VectorField{
|
|
Dim: int64(dim),
|
|
Data: &schemapb.VectorField_Bfloat16Vector{
|
|
Bfloat16Vector: byteData,
|
|
},
|
|
}
|
|
}
|
|
|
|
w, err := NewPayloadWriter(
|
|
schemapb.DataType_ArrayOfVector,
|
|
WithDim(dim),
|
|
WithElementType(schemapb.DataType_BFloat16Vector),
|
|
)
|
|
require.NoError(t, err)
|
|
require.NotNil(t, w)
|
|
|
|
err = w.AddVectorArrayFieldDataToPayload(vectorArrayData)
|
|
require.NoError(t, err)
|
|
|
|
err = w.FinishPayloadWriter()
|
|
require.NoError(t, err)
|
|
|
|
// Verify results
|
|
buffer, err := w.GetPayloadBufferFromWriter()
|
|
require.NoError(t, err)
|
|
require.NotEmpty(t, buffer)
|
|
|
|
length, err := w.GetPayloadLengthFromWriter()
|
|
require.NoError(t, err)
|
|
require.Equal(t, numRows, length)
|
|
})
|
|
}
|
|
|
|
func TestParquetEncoding(t *testing.T) {
|
|
t.Run("test int64 pk", func(t *testing.T) {
|
|
field := &schemapb.FieldSchema{IsPrimaryKey: true, DataType: schemapb.DataType_Int64}
|
|
|
|
w, err := NewPayloadWriter(schemapb.DataType_Int64, WithWriterProps(getFieldWriterProps(field)))
|
|
|
|
assert.NoError(t, err)
|
|
err = w.AddDataToPayloadForUT([]int64{1, 2, 3}, nil)
|
|
assert.NoError(t, err)
|
|
|
|
err = w.FinishPayloadWriter()
|
|
assert.True(t, !w.(*NativePayloadWriter).writerProps.DictionaryEnabled())
|
|
assert.NoError(t, err)
|
|
})
|
|
|
|
t.Run("test string pk", func(t *testing.T) {
|
|
field := &schemapb.FieldSchema{IsPrimaryKey: true, DataType: schemapb.DataType_String}
|
|
|
|
w, err := NewPayloadWriter(schemapb.DataType_String, WithWriterProps(getFieldWriterProps(field)))
|
|
|
|
assert.NoError(t, err)
|
|
err = w.AddOneStringToPayload("1", true)
|
|
assert.NoError(t, err)
|
|
|
|
err = w.FinishPayloadWriter()
|
|
assert.True(t, !w.(*NativePayloadWriter).writerProps.DictionaryEnabled())
|
|
assert.NoError(t, err)
|
|
})
|
|
}
|