// 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 index import ( "strconv" "github.com/milvus-io/milvus/client/v2/entity" ) var ( minhashElementBitWidthKey = `mh_element_bit_width` minhashLSHBandKey = `mh_lsh_band` minhashLSHCodeInMemKey = `mh_lsh_code_in_mem` minhashWithRawdataKey = `with_raw_data` minhashLSHBloomFPProbKey = `mh_lsh_bloom_false_positive_prob` minhashSearchWithJaccardKey = `mh_search_with_jaccard` minhashRefineK = `refine_k` minhashLSHBatchSearchKey = `mh_lsh_batch_search` ) type minhashLSHIndex struct { baseIndex lshBand int } func (idx *minhashLSHIndex) WithElementBitWidth(elementBitWidth int) *minhashLSHIndex { idx.params[minhashElementBitWidthKey] = strconv.Itoa(elementBitWidth) return idx } func (idx *minhashLSHIndex) WithLSHCodeInMem(lshCodeInMem int) *minhashLSHIndex { idx.params[minhashLSHCodeInMemKey] = strconv.Itoa(lshCodeInMem) return idx } func (idx *minhashLSHIndex) WithRawData(withRawData bool) *minhashLSHIndex { idx.params[minhashWithRawdataKey] = strconv.FormatBool(withRawData) return idx } func (idx *minhashLSHIndex) WithBloomFilterFalsePositiveProb(fpProb float64) *minhashLSHIndex { idx.params[minhashLSHBloomFPProbKey] = strconv.FormatFloat(fpProb, 'f', -1, 64) return idx } func (idx *minhashLSHIndex) Params() map[string]string { result := map[string]string{ MetricTypeKey: string(idx.metricType), IndexTypeKey: string(MinHashLSH), minhashLSHBandKey: strconv.Itoa(idx.lshBand), } for key, value := range idx.params { result[key] = value } return result } func NewMinHashLSHIndex(metricType entity.MetricType, lshBand int) *minhashLSHIndex { idx := &minhashLSHIndex{ baseIndex: baseIndex{ metricType: metricType, indexType: MinHashLSH, params: make(map[string]string), }, lshBand: lshBand, } return idx } type minHashLSHAnnParam struct { baseAnnParam } func (ap *minHashLSHAnnParam) WithSearchWithJACCARD(searchWithJACCARD bool) *minHashLSHAnnParam { ap.params[minhashSearchWithJaccardKey] = strconv.FormatBool(searchWithJACCARD) return ap } func (ap *minHashLSHAnnParam) WithRefineK(refineK int) *minHashLSHAnnParam { ap.params[minhashRefineK] = strconv.Itoa(refineK) return ap } func (ap *minHashLSHAnnParam) WithBatchSearch(batchSearch bool) *minHashLSHAnnParam { ap.params[minhashLSHBatchSearchKey] = strconv.FormatBool(batchSearch) return ap } func (ap *minHashLSHAnnParam) Params() map[string]any { result := ap.baseAnnParam.Params() return result } func NewMinHashLSHAnnParam() *minHashLSHAnnParam { return &minHashLSHAnnParam{ baseAnnParam: baseAnnParam{ params: make(map[string]any), }, } }