/* * # 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" "strconv" "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/siliconflow" ) type siliconflowProvider struct { baseProvider siliconflowClient *siliconflow.SiliconflowClient url string modelName string params map[string]any } func newSiliconflowProvider(params []*commonpb.KeyValuePair, conf map[string]string, credentials *credentials.Credentials, extraInfo *models.ModelExtraInfo) (modelProvider, error) { apiKey, url, err := models.ParseAKAndURL(credentials, params, conf, models.SiliconflowAKEnvStr, extraInfo) if err != nil { return nil, err } if url == "" { url = "https://api.siliconflow.cn/v1/rerank" } siliconflowClient, err := siliconflow.NewSiliconflowClient(apiKey) if err != nil { return nil, err } var modelName string maxBatch := 128 // The document does not clearly state what the maximum batch size is. rankParams := map[string]any{} 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 } case models.MaxChunksPerDocParamKey: maxChunksPerDoc, err := strconv.Atoi(param.Value) if err != nil { return nil, fmt.Errorf("[%s param's value: %s] is not a valid number", models.MaxChunksPerDocParamKey, param.Value) } rankParams[models.MaxChunksPerDocParamKey] = maxChunksPerDoc case models.OverlapTokensParamKey: overlapTokens, err := strconv.Atoi(param.Value) if err != nil { return nil, fmt.Errorf("[%s param's value: %s] is not a valid number", models.OverlapTokensParamKey, param.Value) } rankParams[models.OverlapTokensParamKey] = overlapTokens default: } } if modelName == "" { return nil, fmt.Errorf("siliconflow rerank model name is required") } provider := siliconflowProvider{ baseProvider: baseProvider{batchSize: maxBatch}, siliconflowClient: siliconflowClient, url: url, modelName: modelName, params: rankParams, } return &provider, nil } func (provider *siliconflowProvider) rerank(ctx context.Context, query string, docs []string) ([]float32, error) { rerankResp, err := provider.siliconflowClient.Rerank(provider.url, provider.modelName, query, docs, nil, 30) if err != nil { return nil, err } scores := make([]float32, len(docs)) for i, result := range rerankResp.Results { scores[i] = result.RelevanceScore } return scores, nil }