mirror of
https://gitee.com/milvus-io/milvus.git
synced 2024-12-02 03:48:37 +08:00
270 lines
9.2 KiB
Go
270 lines
9.2 KiB
Go
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package indexparamcheck
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import (
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"strconv"
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"testing"
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"github.com/stretchr/testify/assert"
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"github.com/milvus-io/milvus-proto/go-api/v2/schemapb"
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"github.com/milvus-io/milvus/pkg/common"
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"github.com/milvus-io/milvus/pkg/config"
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"github.com/milvus-io/milvus/pkg/util/metric"
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"github.com/milvus-io/milvus/pkg/util/paramtable"
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)
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func Test_CheckIntByRange(t *testing.T) {
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params := map[string]string{
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"1": strconv.Itoa(1),
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"2": strconv.Itoa(2),
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"3": strconv.Itoa(3),
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"s1": "s1",
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"s2": "s2",
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"s3": "s3",
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}
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cases := []struct {
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params map[string]string
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key string
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min int
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max int
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want bool
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}{
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{params, "1", 0, 4, true},
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{params, "2", 0, 4, true},
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{params, "3", 0, 4, true},
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{params, "1", 4, 5, false},
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{params, "2", 4, 5, false},
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{params, "3", 4, 5, false},
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{params, "4", 0, 4, false},
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{params, "5", 0, 4, false},
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{params, "6", 0, 4, false},
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{params, "s1", 0, 4, false},
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{params, "s2", 0, 4, false},
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{params, "s3", 0, 4, false},
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{params, "s4", 0, 4, false},
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{params, "s5", 0, 4, false},
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{params, "s6", 0, 4, false},
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}
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for _, test := range cases {
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if got := CheckIntByRange(test.params, test.key, test.min, test.max); got != test.want {
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t.Errorf("CheckIntByRange(%v, %v, %v, %v) = %v", test.params, test.key, test.min, test.max, test.want)
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}
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}
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}
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func Test_CheckStrByValues(t *testing.T) {
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params := map[string]string{
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"1": strconv.Itoa(1),
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"2": strconv.Itoa(2),
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"3": strconv.Itoa(3),
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}
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cases := []struct {
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params map[string]string
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key string
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container []string
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want bool
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}{
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{params, "1", []string{"1", "2", "3"}, true},
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{params, "2", []string{"1", "2", "3"}, true},
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{params, "3", []string{"1", "2", "3"}, true},
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{params, "1", []string{"4", "5", "6"}, false},
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{params, "2", []string{"4", "5", "6"}, false},
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{params, "3", []string{"4", "5", "6"}, false},
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{params, "1", []string{}, false},
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{params, "2", []string{}, false},
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{params, "3", []string{}, false},
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{params, "4", []string{"1", "2", "3"}, false},
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{params, "5", []string{"1", "2", "3"}, false},
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{params, "6", []string{"1", "2", "3"}, false},
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{params, "4", []string{"4", "5", "6"}, false},
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{params, "5", []string{"4", "5", "6"}, false},
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{params, "6", []string{"4", "5", "6"}, false},
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{params, "4", []string{}, false},
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{params, "5", []string{}, false},
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{params, "6", []string{}, false},
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}
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for _, test := range cases {
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if got := CheckStrByValues(test.params, test.key, test.container); got != test.want {
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t.Errorf("CheckStrByValues(%v, %v, %v) = %v", test.params, test.key, test.container, test.want)
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}
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}
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}
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func Test_CheckAutoIndex(t *testing.T) {
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t.Run("index type not found", func(t *testing.T) {
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mgr := config.NewManager()
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mgr.SetConfig("autoIndex.params.build", `{"M": 30}`)
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p := ¶mtable.AutoIndexConfig{
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IndexParams: paramtable.ParamItem{
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Key: "autoIndex.params.build",
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},
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}
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p.IndexParams.Init(mgr)
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assert.Panics(t, func() {
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CheckAutoIndexHelper(p.IndexParams.Key, p.IndexParams.GetAsJSONMap(), schemapb.DataType_FloatVector)
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})
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})
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t.Run("unsupported index type", func(t *testing.T) {
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mgr := config.NewManager()
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mgr.SetConfig("autoIndex.params.build", `{"index_type": "not supported"}`)
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p := ¶mtable.AutoIndexConfig{
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IndexParams: paramtable.ParamItem{
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Key: "autoIndex.params.build",
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},
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}
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p.IndexParams.Init(mgr)
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assert.Panics(t, func() {
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CheckAutoIndexHelper(p.IndexParams.Key, p.IndexParams.GetAsJSONMap(), schemapb.DataType_FloatVector)
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})
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})
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t.Run("normal case, hnsw", func(t *testing.T) {
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mgr := config.NewManager()
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mgr.SetConfig("autoIndex.params.build", `{"M": 30,"efConstruction": 360,"index_type": "HNSW"}`)
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p := ¶mtable.AutoIndexConfig{
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IndexParams: paramtable.ParamItem{
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Key: "autoIndex.params.build",
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},
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}
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p.IndexParams.Init(mgr)
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p.SetDefaultMetricTypeHelper(p.IndexParams.Key, p.IndexParams.GetAsJSONMap(), schemapb.DataType_FloatVector, mgr)
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assert.NotPanics(t, func() {
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CheckAutoIndexHelper(p.IndexParams.Key, p.IndexParams.GetAsJSONMap(), schemapb.DataType_FloatVector)
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})
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metricType, exist := p.IndexParams.GetAsJSONMap()[common.MetricTypeKey]
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assert.True(t, exist)
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assert.Equal(t, metric.COSINE, metricType)
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})
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t.Run("normal case, binary vector", func(t *testing.T) {
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mgr := config.NewManager()
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mgr.SetConfig("autoIndex.params.binary.build", `{"nlist": 1024, "index_type": "BIN_IVF_FLAT"}`)
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p := ¶mtable.AutoIndexConfig{
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BinaryIndexParams: paramtable.ParamItem{
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Key: "autoIndex.params.binary.build",
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},
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}
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p.BinaryIndexParams.Init(mgr)
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p.SetDefaultMetricTypeHelper(p.BinaryIndexParams.Key, p.BinaryIndexParams.GetAsJSONMap(), schemapb.DataType_BinaryVector, mgr)
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assert.NotPanics(t, func() {
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CheckAutoIndexHelper(p.BinaryIndexParams.Key, p.BinaryIndexParams.GetAsJSONMap(), schemapb.DataType_BinaryVector)
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})
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metricType, exist := p.BinaryIndexParams.GetAsJSONMap()[common.MetricTypeKey]
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assert.True(t, exist)
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assert.Equal(t, metric.HAMMING, metricType)
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})
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t.Run("normal case, sparse vector", func(t *testing.T) {
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mgr := config.NewManager()
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mgr.SetConfig("autoIndex.params.sparse.build", `{"index_type": "SPARSE_INVERTED_INDEX", "metric_type": "IP"}`)
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p := ¶mtable.AutoIndexConfig{
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SparseIndexParams: paramtable.ParamItem{
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Key: "autoIndex.params.sparse.build",
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},
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}
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p.SparseIndexParams.Init(mgr)
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p.SetDefaultMetricTypeHelper(p.SparseIndexParams.Key, p.SparseIndexParams.GetAsJSONMap(), schemapb.DataType_SparseFloatVector, mgr)
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assert.NotPanics(t, func() {
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CheckAutoIndexHelper(p.SparseIndexParams.Key, p.SparseIndexParams.GetAsJSONMap(), schemapb.DataType_SparseFloatVector)
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})
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metricType, exist := p.SparseIndexParams.GetAsJSONMap()[common.MetricTypeKey]
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assert.True(t, exist)
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assert.Equal(t, metric.IP, metricType)
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})
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t.Run("normal case, ivf flat", func(t *testing.T) {
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mgr := config.NewManager()
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mgr.SetConfig("autoIndex.params.build", `{"nlist": 30, "index_type": "IVF_FLAT"}`)
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p := ¶mtable.AutoIndexConfig{
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IndexParams: paramtable.ParamItem{
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Key: "autoIndex.params.build",
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},
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}
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p.IndexParams.Init(mgr)
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p.SetDefaultMetricTypeHelper(p.IndexParams.Key, p.IndexParams.GetAsJSONMap(), schemapb.DataType_FloatVector, mgr)
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assert.NotPanics(t, func() {
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CheckAutoIndexHelper(p.IndexParams.Key, p.IndexParams.GetAsJSONMap(), schemapb.DataType_FloatVector)
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})
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metricType, exist := p.IndexParams.GetAsJSONMap()[common.MetricTypeKey]
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assert.True(t, exist)
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assert.Equal(t, metric.COSINE, metricType)
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})
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t.Run("normal case, ivf flat", func(t *testing.T) {
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mgr := config.NewManager()
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mgr.SetConfig("autoIndex.params.build", `{"nlist": 30, "index_type": "IVF_FLAT"}`)
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p := ¶mtable.AutoIndexConfig{
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IndexParams: paramtable.ParamItem{
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Key: "autoIndex.params.build",
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},
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}
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p.IndexParams.Init(mgr)
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p.SetDefaultMetricTypeHelper(p.IndexParams.Key, p.IndexParams.GetAsJSONMap(), schemapb.DataType_FloatVector, mgr)
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assert.NotPanics(t, func() {
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CheckAutoIndexHelper(p.IndexParams.Key, p.IndexParams.GetAsJSONMap(), schemapb.DataType_FloatVector)
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})
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metricType, exist := p.IndexParams.GetAsJSONMap()[common.MetricTypeKey]
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assert.True(t, exist)
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assert.Equal(t, metric.COSINE, metricType)
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})
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t.Run("normal case, diskann", func(t *testing.T) {
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mgr := config.NewManager()
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mgr.SetConfig("autoIndex.params.build", `{"index_type": "DISKANN"}`)
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p := ¶mtable.AutoIndexConfig{
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IndexParams: paramtable.ParamItem{
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Key: "autoIndex.params.build",
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},
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}
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p.IndexParams.Init(mgr)
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p.SetDefaultMetricTypeHelper(p.IndexParams.Key, p.IndexParams.GetAsJSONMap(), schemapb.DataType_FloatVector, mgr)
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assert.NotPanics(t, func() {
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CheckAutoIndexHelper(p.IndexParams.Key, p.IndexParams.GetAsJSONMap(), schemapb.DataType_FloatVector)
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})
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metricType, exist := p.IndexParams.GetAsJSONMap()[common.MetricTypeKey]
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assert.True(t, exist)
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assert.Equal(t, metric.COSINE, metricType)
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})
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t.Run("normal case, bin flat", func(t *testing.T) {
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mgr := config.NewManager()
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mgr.SetConfig("autoIndex.params.build", `{"index_type": "BIN_FLAT"}`)
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p := ¶mtable.AutoIndexConfig{
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IndexParams: paramtable.ParamItem{
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Key: "autoIndex.params.build",
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},
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}
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p.IndexParams.Init(mgr)
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p.SetDefaultMetricTypeHelper(p.IndexParams.Key, p.IndexParams.GetAsJSONMap(), schemapb.DataType_BinaryVector, mgr)
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assert.NotPanics(t, func() {
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CheckAutoIndexHelper(p.IndexParams.Key, p.IndexParams.GetAsJSONMap(), schemapb.DataType_BinaryVector)
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})
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metricType, exist := p.IndexParams.GetAsJSONMap()[common.MetricTypeKey]
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assert.True(t, exist)
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assert.Equal(t, metric.HAMMING, metricType)
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})
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t.Run("normal case, bin ivf flat", func(t *testing.T) {
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mgr := config.NewManager()
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mgr.SetConfig("autoIndex.params.build", `{"nlist": 30, "index_type": "BIN_IVF_FLAT"}`)
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p := ¶mtable.AutoIndexConfig{
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IndexParams: paramtable.ParamItem{
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Key: "autoIndex.params.build",
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},
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}
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p.IndexParams.Init(mgr)
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p.SetDefaultMetricTypeHelper(p.IndexParams.Key, p.IndexParams.GetAsJSONMap(), schemapb.DataType_BinaryVector, mgr)
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assert.NotPanics(t, func() {
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CheckAutoIndexHelper(p.IndexParams.Key, p.IndexParams.GetAsJSONMap(), schemapb.DataType_BinaryVector)
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})
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metricType, exist := p.IndexParams.GetAsJSONMap()[common.MetricTypeKey]
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assert.True(t, exist)
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assert.Equal(t, metric.HAMMING, metricType)
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})
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}
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