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@ -201,47 +201,23 @@ class EsSearchUtil:
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)
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logger.info(f"2. 文本搜索结果数量: {len(text_results['hits']['hits'])}")
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# 合并结果
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logger.info("\n=== 最终搜索结果 ===")
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logger.info(f"向量搜索结果: {len(vector_results['hits']['hits'])}条")
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for i, hit in enumerate(vector_results['hits']['hits'], 1):
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logger.info(f" {i}. 文档ID: {hit['_id']}, 相似度分数: {hit['_score']:.2f}")
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logger.info(f" 内容: {hit['_source']['user_input']}")
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logger.info("文本精确搜索结果:")
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for i, hit in enumerate(text_results['hits']['hits']):
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logger.info(f" {i + 1}. 文档ID: {hit['_id']}, 匹配分数: {hit['_score']:.2f}")
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logger.info(f" 内容: {hit['_source']['user_input']}")
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# 去重处理:去除vector_results和text_results中重复的user_input
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vector_sources = [hit['_source'] for hit in vector_results['hits']['hits']]
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text_sources = [hit['_source'] for hit in text_results['hits']['hits']]
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# 构建去重后的结果
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unique_text_sources = []
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text_user_inputs = set()
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# 先处理text_results,保留所有
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for source in text_sources:
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text_user_inputs.add(source['user_input'])
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unique_text_sources.append(source)
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# 处理vector_results,只保留不在text_results中的
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unique_vector_sources = []
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for source in vector_sources:
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if source['user_input'] not in text_user_inputs:
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unique_vector_sources.append(source)
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# 计算优化掉的记录数量和节约的tokens
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removed_count = len(vector_sources) - len(unique_vector_sources)
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saved_tokens = sum(len(source['user_input']) for source in vector_sources
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if source['user_input'] in text_user_inputs)
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logger.info(f"优化掉 {removed_count} 条重复记录,节约约 {saved_tokens} tokens")
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# 合并vector和text结果
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all_sources = [hit['_source'] for hit in vector_results['hits']['hits']] + \
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[hit['_source'] for hit in text_results['hits']['hits']]
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# 去重处理
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unique_sources = []
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seen_user_inputs = set()
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for source in all_sources:
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if source['user_input'] not in seen_user_inputs:
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seen_user_inputs.add(source['user_input'])
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unique_sources.append(source)
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logger.info(f"合并后去重结果数量: {len(unique_sources)}条")
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search_results = {
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"vector_results": unique_vector_sources,
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"text_results": unique_text_sources
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"text_results": unique_sources
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}
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return search_results
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finally:
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