milvus/internal/util/indexparams/disk_index_params_test.go

147 lines
5.0 KiB
Go

// Licensed to the LF AI & Data foundation under one
// or more contributor license agreements. See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership. The ASF licenses this file
// to you under the Apache License, Version 2.0 (the
// "License"); you may not use this file except in compliance
// with the License. You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
package indexparams
import (
"encoding/json"
"strconv"
"testing"
"github.com/stretchr/testify/assert"
"github.com/milvus-io/milvus/internal/util/autoindex"
"github.com/milvus-io/milvus/internal/util/paramtable"
)
func TestDiskIndexParams(t *testing.T) {
t.Run("fill index params without auto index param", func(t *testing.T) {
var params paramtable.ComponentParam
params.Init()
indexParams := make(map[string]string)
err := FillDiskIndexParams(&params, indexParams)
assert.NoError(t, err)
pqCodeBudgetGBRatio, err := strconv.ParseFloat(indexParams[PQCodeBudgetRatioKey], 64)
assert.NoError(t, err)
assert.Equal(t, 0.125, pqCodeBudgetGBRatio)
buildNumThreadsRatio, err := strconv.ParseFloat(indexParams[NumBuildThreadRatioKey], 64)
assert.NoError(t, err)
assert.Equal(t, 1.0, buildNumThreadsRatio)
searchCacheBudgetGBRatio, err := strconv.ParseFloat(indexParams[SearchCacheBudgetRatioKey], 64)
assert.NoError(t, err)
assert.Equal(t, 0.10, searchCacheBudgetGBRatio)
loadNumThreadRatio, err := strconv.ParseFloat(indexParams[NumLoadThreadRatioKey], 64)
assert.NoError(t, err)
assert.Equal(t, 8.0, loadNumThreadRatio)
beamWidthRatio, err := strconv.ParseFloat(indexParams[BeamWidthRatioKey], 64)
assert.NoError(t, err)
assert.Equal(t, 4.0, beamWidthRatio)
})
t.Run("fill index params with auto index", func(t *testing.T) {
var params paramtable.ComponentParam
params.Init()
params.Save(params.AutoIndexConfig.Enable.Key, "true")
mapString := make(map[string]string)
mapString[autoindex.BuildRatioKey] = "{\"pq_code_budget_gb\": 0.125, \"num_threads\": 1}"
mapString[autoindex.PrepareRatioKey] = "{\"search_cache_budget_gb\": 0.225, \"num_threads\": 4}"
extraParams, err := autoindex.NewBigDataExtraParamsFromMap(mapString)
assert.NoError(t, err)
str, err := json.Marshal(extraParams)
assert.NoError(t, err)
params.Save(params.AutoIndexConfig.ExtraParams.Key, string(str))
indexParams := make(map[string]string)
indexParams["max_degree"] = "56"
indexParams["search_list_size"] = "100"
indexParams["index_type"] = "DISKANN"
str, err = json.Marshal(indexParams)
assert.NoError(t, err)
params.Save(params.AutoIndexConfig.IndexParams.Key, string(str))
indexParams = make(map[string]string)
err = FillDiskIndexParams(&params, indexParams)
assert.NoError(t, err)
pqCodeBudgetGBRatio, err := strconv.ParseFloat(indexParams[PQCodeBudgetRatioKey], 64)
assert.NoError(t, err)
assert.Equal(t, 0.125, pqCodeBudgetGBRatio)
buildNumThreadsRatio, err := strconv.ParseFloat(indexParams[NumBuildThreadRatioKey], 64)
assert.NoError(t, err)
assert.Equal(t, 1.0, buildNumThreadsRatio)
searchCacheBudgetGBRatio, err := strconv.ParseFloat(indexParams[SearchCacheBudgetRatioKey], 64)
assert.NoError(t, err)
assert.Equal(t, 0.225, searchCacheBudgetGBRatio)
loadNumThreadRatio, err := strconv.ParseFloat(indexParams[NumLoadThreadRatioKey], 64)
assert.NoError(t, err)
assert.Equal(t, 4.0, loadNumThreadRatio)
beamWidthRatio, err := strconv.ParseFloat(indexParams[BeamWidthRatioKey], 64)
assert.NoError(t, err)
assert.Equal(t, 4.0, beamWidthRatio)
})
t.Run("set disk index build params", func(t *testing.T) {
indexParams := make(map[string]string)
indexParams[PQCodeBudgetRatioKey] = "0.125"
indexParams[NumBuildThreadRatioKey] = "1.0"
err := SetDiskIndexBuildParams(indexParams, 100)
assert.Error(t, err)
indexParams["dim"] = "128"
err = SetDiskIndexBuildParams(indexParams, 100)
assert.NoError(t, err)
_, ok := indexParams[PQCodeBudgetKey]
assert.True(t, ok)
_, ok = indexParams[BuildDramBudgetKey]
assert.True(t, ok)
_, ok = indexParams[NumBuildThreadKey]
assert.True(t, ok)
})
t.Run("set disk index load params", func(t *testing.T) {
indexParams := make(map[string]string)
indexParams[SearchCacheBudgetRatioKey] = "0.125"
indexParams[NumLoadThreadRatioKey] = "8.0"
indexParams[BeamWidthRatioKey] = "4.0"
err := SetDiskIndexLoadParams(indexParams, 100)
assert.Error(t, err)
indexParams["dim"] = "128"
err = SetDiskIndexLoadParams(indexParams, 100)
assert.NoError(t, err)
_, ok := indexParams[SearchCacheBudgetKey]
assert.True(t, ok)
_, ok = indexParams[NumLoadThreadKey]
assert.True(t, ok)
_, ok = indexParams[BeamWidthKey]
assert.True(t, ok)
})
}