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2025-08-27 19:59:18 +08:00
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/*
* Copyright (c) 2023-2025, Agents-Flex (fuhai999@gmail.com).
* <p>
* Licensed 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
* <p>
* http://www.apache.org/licenses/LICENSE-2.0
* <p>
* 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 com.agentsflex.rerank;
import com.agentsflex.core.document.Document;
import com.agentsflex.core.llm.client.HttpClient;
import com.agentsflex.core.llm.rerank.BaseRerankModel;
import com.agentsflex.core.llm.rerank.RerankException;
import com.agentsflex.core.llm.rerank.RerankOptions;
import com.agentsflex.core.util.LogUtil;
import com.agentsflex.core.util.Maps;
import com.agentsflex.core.util.StringUtil;
import com.alibaba.fastjson.JSON;
import com.alibaba.fastjson.JSONArray;
import com.alibaba.fastjson.JSONObject;
import com.alibaba.fastjson.JSONPath;
import java.util.*;
public class DefaultRerankModel extends BaseRerankModel<DefaultRerankModelConfig> {
private HttpClient httpClient = new HttpClient();
public DefaultRerankModel(DefaultRerankModelConfig config) {
super(config);
}
public HttpClient getHttpClient() {
return httpClient;
}
public void setHttpClient(HttpClient httpClient) {
this.httpClient = httpClient;
}
@Override
public List<Document> rerank(String query, List<Document> documents, RerankOptions options) {
DefaultRerankModelConfig config = getConfig();
String url = config.getEndpoint() + config.getBasePath();
Map<String, String> headers = new HashMap<>(2);
headers.put("Content-Type", "application/json");
headers.put("Authorization", "Bearer " + config.getApiKey());
List<String> payloadDocuments = new ArrayList<>(documents.size());
for (Document document : documents) {
payloadDocuments.add(document.getContent());
}
String payload = Maps.of("model", options.getModelOrDefault(config.getModel()))
.set("query", query)
.set("documents", payloadDocuments)
.toJSON();
if (config.isDebug()) {
LogUtil.println(">>>>send payload:" + payload);
}
String response = httpClient.post(url, headers, payload);
if (config.isDebug()) {
LogUtil.println(">>>>receive payload:" + response);
}
if (StringUtil.noText(response)) {
throw new RerankException("empty response");
}
//{
// "model": "Qwen3-Reranker-4B",
// "usage": {
// "totalTokens": 0,
// "promptTokens": 0
// },
// "results": [
// {
// "index": 0,
// "document": {
// "text": "Use pandas: `import pandas as pd; df = pd.read_csv('data.csv')`"
// },
// "relevance_score": 0.95654296875
// },
// {
// "index": 3,
// "document": {
// "text": "CSV means Comma Separated Values. Python files can be opened using read() method."
// },
// "relevance_score": 0.822265625
// },
// {
// "index": 1,
// "document": {
// "text": "You can read CSV files with numpy.loadtxt()"
// },
// "relevance_score": 0.310791015625
// },
// {
// "index": 2,
// "document": {
// "text": "To write JSON files, use json.dump() in Python"
// },
// "relevance_score": 0.00009608268737792969
// }
// ]
//}
JSONObject jsonObject = JSON.parseObject(response);
JSONArray results = (JSONArray) JSONPath.eval(jsonObject, config.getResultsJsonPath());
if (results == null || results.isEmpty()) {
throw new RerankException("empty results");
}
for (int i = 0; i < results.size(); i++) {
JSONObject result = results.getJSONObject(i);
int index = result.getIntValue(config.getIndexJsonKey());
Document document = documents.get(index);
document.setScore(result.getDoubleValue(config.getScoreJsonKey()));
}
// 对 documents 排序, score 越大的越靠前
documents.sort(Comparator.comparingDouble(Document::getScore).reversed());
return documents;
}
}