milvus/pkg/util/paramtable/knowhere_param_test.go

244 lines
6.3 KiB
Go

package paramtable
import (
"encoding/json"
"testing"
"github.com/stretchr/testify/assert"
"github.com/milvus-io/milvus-proto/go-api/v2/commonpb"
)
func TestKnowhereConfig_GetIndexParam(t *testing.T) {
bt := NewBaseTable(SkipRemote(true))
cfg := &knowhereConfig{}
cfg.init(bt)
// Set some initial config
indexParams := map[string]interface{}{
"knowhere.IVF_FLAT.build.nlist": 1024,
"knowhere.HNSW.build.efConstruction": 360,
"knowhere.DISKANN.search.search_list": 100,
}
for key, val := range indexParams {
valStr, _ := json.Marshal(val)
bt.Save(key, string(valStr))
}
tests := []struct {
name string
indexType string
stage string
expectedKey string
expectedValue string
}{
{
name: "IVF_FLAT Build",
indexType: "IVF_FLAT",
stage: BuildStage,
expectedKey: "nlist",
expectedValue: "1024",
},
{
name: "HNSW Build",
indexType: "HNSW",
stage: BuildStage,
expectedKey: "efConstruction",
expectedValue: "360",
},
{
name: "DISKANN Search",
indexType: "DISKANN",
stage: SearchStage,
expectedKey: "search_list",
expectedValue: "100",
},
{
name: "Non-existent",
indexType: "NON_EXISTENT",
stage: BuildStage,
expectedKey: "",
expectedValue: "",
},
}
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
result := cfg.getIndexParam(tt.indexType, tt.stage)
if tt.expectedKey != "" {
assert.Contains(t, result, tt.expectedKey, "The result should contain the expected key")
assert.Equal(t, tt.expectedValue, result[tt.expectedKey], "The value for the key should match the expected value")
} else {
assert.Empty(t, result, "The result should be empty for non-existent index type")
}
})
}
}
func TestKnowhereConfig_GetRuntimeParameter(t *testing.T) {
cfg := &knowhereConfig{}
params, err := cfg.GetRuntimeParameter(BuildStage)
assert.NoError(t, err)
assert.Contains(t, params, BuildDramBudgetKey)
assert.Contains(t, params, NumBuildThreadKey)
params, err = cfg.GetRuntimeParameter(SearchStage)
assert.NoError(t, err)
assert.Empty(t, params)
}
func TestKnowhereConfig_UpdateParameter(t *testing.T) {
bt := NewBaseTable(SkipRemote(true))
cfg := &knowhereConfig{}
cfg.init(bt)
// Set some initial config
indexParams := map[string]interface{}{
"knowhere.IVF_FLAT.build.nlist": 1024,
"knowhere.IVF_FLAT.build.num_build_thread": 12,
}
for key, val := range indexParams {
valStr, _ := json.Marshal(val)
bt.Save(key, string(valStr))
}
tests := []struct {
name string
indexType string
stage string
inputParams []*commonpb.KeyValuePair
expectedParams map[string]string
}{
{
name: "IVF_FLAT Build",
indexType: "IVF_FLAT",
stage: BuildStage,
inputParams: []*commonpb.KeyValuePair{
{Key: "nlist", Value: "128"},
{Key: "existing_key", Value: "existing_value"},
},
expectedParams: map[string]string{
"existing_key": "existing_value",
"nlist": "128",
"num_build_thread": "12",
},
},
}
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
result, err := cfg.UpdateIndexParams(tt.indexType, tt.stage, tt.inputParams)
assert.NoError(t, err)
for key, expectedValue := range tt.expectedParams {
assert.Equal(t, expectedValue, GetKeyFromSlice(result, key), "The value for key %s should match the expected value", key)
}
})
}
}
func TestKnowhereConfig_MergeParameter(t *testing.T) {
bt := NewBaseTable(SkipRemote(true))
cfg := &knowhereConfig{}
cfg.init(bt)
indexParams := map[string]interface{}{
"knowhere.IVF_FLAT.build.nlist": 1024,
"knowhere.IVF_FLAT.build.num_build_thread": 12,
}
for key, val := range indexParams {
valStr, _ := json.Marshal(val)
bt.Save(key, string(valStr))
}
tests := []struct {
name string
indexType string
stage string
inputParams map[string]string
expectedParams map[string]string
}{
{
name: "IVF_FLAT Build",
indexType: "IVF_FLAT",
stage: BuildStage,
inputParams: map[string]string{
"nlist": "128",
"existing_key": "existing_value",
},
expectedParams: map[string]string{
"existing_key": "existing_value",
"nlist": "128",
"num_build_thread": "12",
},
},
}
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
result, err := cfg.MergeIndexParams(tt.indexType, tt.stage, tt.inputParams)
assert.NoError(t, err)
for key, expectedValue := range tt.expectedParams {
assert.Equal(t, expectedValue, result[key], "The value for key %s should match the expected value", key)
}
})
}
}
func TestKnowhereConfig_MergeWithResource(t *testing.T) {
cfg := &knowhereConfig{}
tests := []struct {
name string
vecFieldSize uint64
inputParams map[string]string
expectedParams map[string]string
}{
{
name: "Merge with resource",
vecFieldSize: 1024 * 1024 * 1024,
inputParams: map[string]string{
"existing_key": "existing_value",
},
expectedParams: map[string]string{
"existing_key": "existing_value",
BuildDramBudgetKey: "", // We can't predict the exact value, but it should exist
NumBuildThreadKey: "", // We can't predict the exact value, but it should exist
VecFieldSizeKey: "1.000000",
},
},
}
for _, tt := range tests {
t.Run(tt.name, func(t *testing.T) {
result, err := cfg.MergeResourceParams(tt.vecFieldSize, BuildStage, tt.inputParams)
assert.NoError(t, err)
for key, expectedValue := range tt.expectedParams {
if expectedValue != "" {
assert.Equal(t, expectedValue, result[key], "The value for key %s should match the expected value", key)
} else {
assert.Contains(t, result, key, "The result should contain the key %s", key)
assert.NotEmpty(t, result[key], "The value for key %s should not be empty", key)
}
}
})
}
}
func TestGetKeyFromSlice(t *testing.T) {
indexParams := []*commonpb.KeyValuePair{
{Key: "key1", Value: "value1"},
{Key: "key2", Value: "value2"},
}
assert.Equal(t, "value1", GetKeyFromSlice(indexParams, "key1"))
assert.Equal(t, "value2", GetKeyFromSlice(indexParams, "key2"))
assert.Equal(t, "", GetKeyFromSlice(indexParams, "non_existent_key"))
}