milvus/internal/util/indexparamcheck/utils_test.go

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