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tests/unit/test_query_parser.py 11.4 KB
16c42787   tangwang   feat: implement r...
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  """
  QueryParser单元测试
  """
  
  import pytest
  from unittest.mock import Mock, patch, MagicMock
  import numpy as np
  
  from query import QueryParser, ParsedQuery
  from context import RequestContext, create_request_context
  
  
  @pytest.mark.unit
  class TestQueryParser:
      """QueryParser测试用例"""
  
      def test_parser_initialization(self, sample_customer_config):
          """测试QueryParser初始化"""
          parser = QueryParser(sample_customer_config)
  
          assert parser.config == sample_customer_config
          assert parser.query_config is not None
          assert parser.normalizer is not None
          assert parser.rewriter is not None
          assert parser.language_detector is not None
          assert parser.translator is not None
  
      @patch('query.query_parser.QueryNormalizer')
      @patch('query.query_parser.LanguageDetector')
      def test_parse_without_context(self, mock_detector_class, mock_normalizer_class, test_query_parser):
          """测试不带context的解析"""
          # 设置mock
          mock_normalizer = Mock()
          mock_normalizer_class.return_value = mock_normalizer
          mock_normalizer.normalize.return_value = "红色 连衣裙"
          mock_normalizer.extract_domain_query.return_value = ("default", "红色 连衣裙")
  
          mock_detector = Mock()
          mock_detector_class.return_value = mock_detector
          mock_detector.detect.return_value = "zh"
  
          result = test_query_parser.parse("红色连衣裙")
  
          assert isinstance(result, ParsedQuery)
          assert result.original_query == "红色连衣裙"
          assert result.normalized_query == "红色 连衣裙"
          assert result.rewritten_query == "红色 连衣裙"  # 没有重写
          assert result.detected_language == "zh"
  
      def test_parse_with_context(self, test_query_parser):
          """测试带context的解析"""
          context = create_request_context("parse-001", "parse-user")
  
          # Mock各种组件
          with patch.object(test_query_parser, 'normalizer') as mock_normalizer, \
               patch.object(test_query_parser, 'language_detector') as mock_detector, \
               patch.object(test_query_parser, 'translator') as mock_translator, \
               patch.object(test_query_parser, 'text_encoder') as mock_encoder:
  
              # 设置mock返回值
              mock_normalizer.normalize.return_value = "红色 连衣裙"
              mock_normalizer.extract_domain_query.return_value = ("default", "红色 连衣裙")
              mock_detector.detect.return_value = "zh"
              mock_translator.translate_multi.return_value = {"en": "red dress"}
              mock_encoder.encode.return_value = [np.array([0.1, 0.2, 0.3])]
  
              result = test_query_parser.parse("红色连衣裙", generate_vector=True, context=context)
  
              # 验证结果
              assert isinstance(result, ParsedQuery)
              assert result.original_query == "红色连衣裙"
              assert result.detected_language == "zh"
              assert result.translations["en"] == "red dress"
              assert result.query_vector is not None
  
              # 验证context被更新
              assert context.query_analysis.original_query == "红色连衣裙"
              assert context.query_analysis.normalized_query == "红色 连衣裙"
              assert context.query_analysis.detected_language == "zh"
              assert context.query_analysis.translations["en"] == "red dress"
              assert context.query_analysis.domain == "default"
  
              # 验证计时
              assert context.get_stage_duration("query_parsing") > 0
  
      @patch('query.query_parser.QueryRewriter')
      def test_query_rewriting(self, mock_rewriter_class, test_query_parser):
          """测试查询重写"""
          # 设置mock
          mock_rewriter = Mock()
          mock_rewriter_class.return_value = mock_rewriter
          mock_rewriter.rewrite.return_value = "红色 女 连衣裙"
  
          context = create_request_context()
  
          # 启用查询重写
          test_query_parser.query_config.enable_query_rewrite = True
  
          result = test_query_parser.parse("红色连衣裙", context=context)
  
          assert result.rewritten_query == "红色 女 连衣裙"
          assert context.query_analysis.rewritten_query == "红色 女 连衣裙"
  
      def test_language_detection(self, test_query_parser):
          """测试语言检测"""
          context = create_request_context()
  
          with patch.object(test_query_parser, 'language_detector') as mock_detector, \
               patch.object(test_query_parser, 'normalizer') as mock_normalizer:
  
              mock_normalizer.normalize.return_value = "red dress"
              mock_normalizer.extract_domain_query.return_value = ("default", "red dress")
              mock_detector.detect.return_value = "en"
  
              result = test_query_parser.parse("red dress", context=context)
  
              assert result.detected_language == "en"
              assert context.query_analysis.detected_language == "en"
  
      @patch('query.query_parser.Translator')
      def test_query_translation(self, mock_translator_class, test_query_parser):
          """测试查询翻译"""
          # 设置mock
          mock_translator = Mock()
          mock_translator_class.return_value = mock_translator
          mock_translator.get_translation_needs.return_value = ["en"]
          mock_translator.translate_multi.return_value = {"en": "red dress"}
  
          context = create_request_context()
  
          # 启用翻译
          test_query_parser.query_config.enable_translation = True
          test_query_parser.query_config.supported_languages = ["zh", "en"]
  
          with patch.object(test_query_parser, 'normalizer') as mock_normalizer, \
               patch.object(test_query_parser, 'language_detector') as mock_detector:
  
              mock_normalizer.normalize.return_value = "红色 连衣裙"
              mock_normalizer.extract_domain_query.return_value = ("default", "红色 连衣裙")
              mock_detector.detect.return_value = "zh"
  
              result = test_query_parser.parse("红色连衣裙", context=context)
  
              assert result.translations["en"] == "red dress"
              assert context.query_analysis.translations["en"] == "red dress"
  
      @patch('query.query_parser.BgeEncoder')
      def test_text_embedding(self, mock_encoder_class, test_query_parser):
          """测试文本向量化"""
          # 设置mock
          mock_encoder = Mock()
          mock_encoder_class.return_value = mock_encoder
          mock_encoder.encode.return_value = [np.array([0.1, 0.2, 0.3])]
  
          context = create_request_context()
  
          # 启用向量化
          test_query_parser.query_config.enable_text_embedding = True
  
          with patch.object(test_query_parser, 'normalizer') as mock_normalizer, \
               patch.object(test_query_parser, 'language_detector') as mock_detector:
  
              mock_normalizer.normalize.return_value = "红色 连衣裙"
              mock_normalizer.extract_domain_query.return_value = ("default", "红色 连衣裙")
              mock_detector.detect.return_value = "zh"
  
              result = test_query_parser.parse("红色连衣裙", generate_vector=True, context=context)
  
              assert result.query_vector is not None
              assert isinstance(result.query_vector, np.ndarray)
              assert context.query_analysis.query_vector is not None
  
      def test_domain_extraction(self, test_query_parser):
          """测试域名提取"""
          context = create_request_context()
  
          with patch.object(test_query_parser, 'normalizer') as mock_normalizer, \
               patch.object(test_query_parser, 'language_detector') as mock_detector:
  
              # 测试带域名的查询
              mock_normalizer.normalize.return_value = "brand:nike 鞋子"
              mock_normalizer.extract_domain_query.return_value = ("brand", "nike 鞋子")
              mock_detector.detect.return_value = "zh"
  
              result = test_query_parser.parse("brand:nike 鞋子", context=context)
  
              assert result.domain == "brand"
              assert context.query_analysis.domain == "brand"
  
      def test_parse_with_disabled_features(self, test_query_parser):
          """测试禁用功能的解析"""
          context = create_request_context()
  
          # 禁用所有功能
          test_query_parser.query_config.enable_query_rewrite = False
          test_query_parser.query_config.enable_translation = False
          test_query_parser.query_config.enable_text_embedding = False
  
          with patch.object(test_query_parser, 'normalizer') as mock_normalizer, \
               patch.object(test_query_parser, 'language_detector') as mock_detector:
  
              mock_normalizer.normalize.return_value = "红色 连衣裙"
              mock_normalizer.extract_domain_query.return_value = ("default", "红色 连衣裙")
              mock_detector.detect.return_value = "zh"
  
              result = test_query_parser.parse("红色连衣裙", generate_vector=False, context=context)
  
              assert result.original_query == "红色连衣裙"
              assert result.rewritten_query == "红色 连衣裙"  # 没有重写
              assert result.detected_language == "zh"
              assert len(result.translations) == 0  # 没有翻译
              assert result.query_vector is None  # 没有向量
  
      def test_get_search_queries(self, test_query_parser):
          """测试获取搜索查询列表"""
          parsed_query = ParsedQuery(
              original_query="红色连衣裙",
              normalized_query="红色 连衣裙",
              rewritten_query="红色 连衣裙",
              detected_language="zh",
              translations={"en": "red dress", "fr": "robe rouge"}
          )
  
          queries = test_query_parser.get_search_queries(parsed_query)
  
          assert len(queries) == 3
          assert "红色 连衣裙" in queries
          assert "red dress" in queries
          assert "robe rouge" in queries
  
      def test_empty_query_handling(self, test_query_parser):
          """测试空查询处理"""
          result = test_query_parser.parse("")
  
          assert result.original_query == ""
          assert result.normalized_query == ""
  
      def test_whitespace_query_handling(self, test_query_parser):
          """测试空白字符查询处理"""
          result = test_query_parser.parse("   ")
  
          assert result.original_query == "   "
  
      def test_error_handling_in_parsing(self, test_query_parser):
          """测试解析过程中的错误处理"""
          context = create_request_context()
  
          # Mock normalizer抛出异常
          with patch.object(test_query_parser, 'normalizer') as mock_normalizer:
              mock_normalizer.normalize.side_effect = Exception("Normalization failed")
  
              with pytest.raises(Exception, match="Normalization failed"):
                  test_query_parser.parse("红色连衣裙", context=context)
  
      def test_performance_timing(self, test_query_parser):
          """测试性能计时"""
          context = create_request_context()
  
          with patch.object(test_query_parser, 'normalizer') as mock_normalizer, \
               patch.object(test_query_parser, 'language_detector') as mock_detector:
  
              mock_normalizer.normalize.return_value = "test"
              mock_normalizer.extract_domain_query.return_value = ("default", "test")
              mock_detector.detect.return_value = "zh"
  
              result = test_query_parser.parse("test", context=context)
  
              # 验证计时被记录
              assert context.get_stage_duration("query_parsing") > 0
              assert context.get_intermediate_result('parsed_query') == result