/* * # 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 rerank import ( "context" "fmt" "strings" "github.com/milvus-io/milvus-proto/go-api/v2/commonpb" "github.com/milvus-io/milvus/internal/util/credentials" "github.com/milvus-io/milvus/internal/util/function/models" "github.com/milvus-io/milvus/internal/util/function/models/ali" ) type aliProvider struct { baseProvider client *ali.AliDashScopeRerank url string modelName string params map[string]any } func newAliProvider(params []*commonpb.KeyValuePair, conf map[string]string, credentials *credentials.Credentials, extraInfo *models.ModelExtraInfo) (modelProvider, error) { apiKey, url, err := models.ParseAKAndURL(credentials, params, conf, models.DashscopeAKEnvStr, extraInfo) if err != nil { return nil, err } if url == "" { url = "https://dashscope.aliyuncs.com/api/v1/services/rerank/text-rerank/text-rerank" } client := ali.NewAliDashScopeRerank(apiKey) var modelName string truncateParams := map[string]any{} maxBatch := 128 for _, param := range params { switch strings.ToLower(param.Key) { case models.ModelNameParamKey: modelName = param.Value case models.MaxClientBatchSizeParamKey: if maxBatch, err = parseMaxBatch(param.Value); err != nil { return nil, err } default: } } if modelName == "" { return nil, fmt.Errorf("ali rerank model name is required") } provider := aliProvider{ baseProvider: baseProvider{batchSize: maxBatch}, client: client, url: url, modelName: modelName, params: truncateParams, } return &provider, nil } func (provider *aliProvider) rerank(ctx context.Context, query string, docs []string) ([]float32, error) { rerankResp, err := provider.client.Rerank(provider.url, provider.modelName, query, docs, provider.params, 30) if err != nil { return nil, err } scores := make([]float32, len(docs)) for i, rerankResult := range rerankResp.Output.Results { scores[i] = rerankResult.RelevanceScore } return scores, nil }