|
7 | 7 | from test_llo_handler_base import LLOHandlerTestBase
|
8 | 8 |
|
9 | 9 |
|
10 |
| -class TestLLOHandlerEvents(LLOHandlerTestBase): |
| 10 | +class TestLLOHandlerEvents(LLOHandlerTestBase): # pylint: disable=too-many-public-methods |
11 | 11 | """Test event emission and formatting functionality."""
|
12 | 12 |
|
13 | 13 | def test_emit_llo_attributes(self):
|
@@ -649,3 +649,302 @@ def test_emit_llo_attributes_with_session_id_and_other_attributes(self):
|
649 | 649 | self.assertNotIn("other.attribute", emitted_event.attributes)
|
650 | 650 | self.assertNotIn("gen_ai.prompt", emitted_event.attributes)
|
651 | 651 | self.assertNotIn("gen_ai.completion", emitted_event.attributes)
|
| 652 | + |
| 653 | + def test_emit_llo_attributes_otel_genai_patterns(self): |
| 654 | + """ |
| 655 | + Test the new GenAI patterns from Strands SDK that follow OTel GenAI Semantic Convention. |
| 656 | + """ |
| 657 | + attributes = { |
| 658 | + "gen_ai.user.message": "What is machine learning?", |
| 659 | + "gen_ai.assistant.message": ( |
| 660 | + "Machine learning is a subset of AI that enables computers to learn patterns from data." |
| 661 | + ), |
| 662 | + "gen_ai.system.message": "You are a helpful AI assistant specializing in technology topics.", |
| 663 | + "gen_ai.tool.message": "Searching knowledge base for machine learning definitions...", |
| 664 | + "gen_ai.choice": "Best answer: Machine learning uses algorithms to find patterns in data.", |
| 665 | + } |
| 666 | + |
| 667 | + span = self._create_mock_span(attributes) |
| 668 | + span.end_time = 1234567899 |
| 669 | + span.instrumentation_scope = MagicMock() |
| 670 | + span.instrumentation_scope.name = "strands.genai.scope" |
| 671 | + |
| 672 | + self.llo_handler._emit_llo_attributes(span, attributes) |
| 673 | + |
| 674 | + self.event_logger_mock.emit.assert_called_once() |
| 675 | + emitted_event = self.event_logger_mock.emit.call_args[0][0] |
| 676 | + |
| 677 | + self.assertEqual(emitted_event.name, "strands.genai.scope") |
| 678 | + self.assertEqual(emitted_event.timestamp, span.end_time) |
| 679 | + |
| 680 | + event_body = emitted_event.body |
| 681 | + self.assertIn("input", event_body) |
| 682 | + self.assertIn("output", event_body) |
| 683 | + |
| 684 | + # Check input messages (system, user, and tool messages) |
| 685 | + input_messages = event_body["input"]["messages"] |
| 686 | + self.assertEqual(len(input_messages), 3) |
| 687 | + |
| 688 | + input_contents = [msg["content"] for msg in input_messages] |
| 689 | + self.assertIn("What is machine learning?", input_contents) |
| 690 | + self.assertIn("You are a helpful AI assistant specializing in technology topics.", input_contents) |
| 691 | + self.assertIn("Searching knowledge base for machine learning definitions...", input_contents) |
| 692 | + |
| 693 | + # Verify roles for input messages |
| 694 | + user_msg = next((msg for msg in input_messages if msg["content"] == "What is machine learning?"), None) |
| 695 | + self.assertIsNotNone(user_msg) |
| 696 | + self.assertEqual(user_msg["role"], "user") |
| 697 | + |
| 698 | + system_msg = next((msg for msg in input_messages if "helpful AI assistant" in msg["content"]), None) |
| 699 | + self.assertIsNotNone(system_msg) |
| 700 | + self.assertEqual(system_msg["role"], "system") |
| 701 | + |
| 702 | + tool_msg = next((msg for msg in input_messages if "Searching knowledge base" in msg["content"]), None) |
| 703 | + self.assertIsNotNone(tool_msg) |
| 704 | + self.assertEqual(tool_msg["role"], "user") |
| 705 | + |
| 706 | + # Check output messages (assistant message and choice) |
| 707 | + output_messages = event_body["output"]["messages"] |
| 708 | + self.assertEqual(len(output_messages), 2) |
| 709 | + |
| 710 | + output_contents = [msg["content"] for msg in output_messages] |
| 711 | + self.assertIn( |
| 712 | + "Machine learning is a subset of AI that enables computers to learn patterns from data.", output_contents |
| 713 | + ) |
| 714 | + self.assertIn("Best answer: Machine learning uses algorithms to find patterns in data.", output_contents) |
| 715 | + |
| 716 | + # Verify all output messages have assistant role |
| 717 | + for msg in output_messages: |
| 718 | + self.assertEqual(msg["role"], "assistant") |
| 719 | + |
| 720 | + def test_emit_llo_attributes_genai_user_message_only(self): |
| 721 | + """ |
| 722 | + Test event generation with only gen_ai.user.message attribute. |
| 723 | + """ |
| 724 | + attributes = { |
| 725 | + "gen_ai.user.message": "Hello, how are you today?", |
| 726 | + } |
| 727 | + |
| 728 | + span = self._create_mock_span(attributes) |
| 729 | + span.end_time = 1234567899 |
| 730 | + span.instrumentation_scope = MagicMock() |
| 731 | + span.instrumentation_scope.name = "test.scope" |
| 732 | + |
| 733 | + self.llo_handler._emit_llo_attributes(span, attributes) |
| 734 | + |
| 735 | + self.event_logger_mock.emit.assert_called_once() |
| 736 | + emitted_event = self.event_logger_mock.emit.call_args[0][0] |
| 737 | + |
| 738 | + event_body = emitted_event.body |
| 739 | + self.assertIn("input", event_body) |
| 740 | + self.assertNotIn("output", event_body) |
| 741 | + |
| 742 | + input_messages = event_body["input"]["messages"] |
| 743 | + self.assertEqual(len(input_messages), 1) |
| 744 | + self.assertEqual(input_messages[0]["content"], "Hello, how are you today?") |
| 745 | + self.assertEqual(input_messages[0]["role"], "user") |
| 746 | + |
| 747 | + def test_emit_llo_attributes_genai_assistant_message_only(self): |
| 748 | + """ |
| 749 | + Test event generation with only gen_ai.assistant.message attribute. |
| 750 | + """ |
| 751 | + attributes = { |
| 752 | + "gen_ai.assistant.message": "I'm doing well, thank you for asking!", |
| 753 | + } |
| 754 | + |
| 755 | + span = self._create_mock_span(attributes) |
| 756 | + span.end_time = 1234567899 |
| 757 | + span.instrumentation_scope = MagicMock() |
| 758 | + span.instrumentation_scope.name = "test.scope" |
| 759 | + |
| 760 | + self.llo_handler._emit_llo_attributes(span, attributes) |
| 761 | + |
| 762 | + self.event_logger_mock.emit.assert_called_once() |
| 763 | + emitted_event = self.event_logger_mock.emit.call_args[0][0] |
| 764 | + |
| 765 | + event_body = emitted_event.body |
| 766 | + self.assertNotIn("input", event_body) |
| 767 | + self.assertIn("output", event_body) |
| 768 | + |
| 769 | + output_messages = event_body["output"]["messages"] |
| 770 | + self.assertEqual(len(output_messages), 1) |
| 771 | + self.assertEqual(output_messages[0]["content"], "I'm doing well, thank you for asking!") |
| 772 | + self.assertEqual(output_messages[0]["role"], "assistant") |
| 773 | + |
| 774 | + def test_emit_llo_attributes_genai_system_message_only(self): |
| 775 | + """ |
| 776 | + Test event generation with only gen_ai.system.message attribute. |
| 777 | + """ |
| 778 | + attributes = { |
| 779 | + "gen_ai.system.message": "You are a creative writing assistant. Help users write stories.", |
| 780 | + } |
| 781 | + |
| 782 | + span = self._create_mock_span(attributes) |
| 783 | + span.end_time = 1234567899 |
| 784 | + span.instrumentation_scope = MagicMock() |
| 785 | + span.instrumentation_scope.name = "test.scope" |
| 786 | + |
| 787 | + self.llo_handler._emit_llo_attributes(span, attributes) |
| 788 | + |
| 789 | + self.event_logger_mock.emit.assert_called_once() |
| 790 | + emitted_event = self.event_logger_mock.emit.call_args[0][0] |
| 791 | + |
| 792 | + event_body = emitted_event.body |
| 793 | + self.assertIn("input", event_body) |
| 794 | + self.assertNotIn("output", event_body) |
| 795 | + |
| 796 | + input_messages = event_body["input"]["messages"] |
| 797 | + self.assertEqual(len(input_messages), 1) |
| 798 | + self.assertEqual( |
| 799 | + input_messages[0]["content"], "You are a creative writing assistant. Help users write stories." |
| 800 | + ) |
| 801 | + self.assertEqual(input_messages[0]["role"], "system") |
| 802 | + |
| 803 | + def test_emit_llo_attributes_genai_tool_message_only(self): |
| 804 | + """ |
| 805 | + Test event generation with only gen_ai.tool.message attribute. |
| 806 | + """ |
| 807 | + attributes = { |
| 808 | + "gen_ai.tool.message": "Executing search function with query: 'latest news'", |
| 809 | + } |
| 810 | + |
| 811 | + span = self._create_mock_span(attributes) |
| 812 | + span.end_time = 1234567899 |
| 813 | + span.instrumentation_scope = MagicMock() |
| 814 | + span.instrumentation_scope.name = "test.scope" |
| 815 | + |
| 816 | + self.llo_handler._emit_llo_attributes(span, attributes) |
| 817 | + |
| 818 | + self.event_logger_mock.emit.assert_called_once() |
| 819 | + emitted_event = self.event_logger_mock.emit.call_args[0][0] |
| 820 | + |
| 821 | + event_body = emitted_event.body |
| 822 | + self.assertIn("input", event_body) |
| 823 | + self.assertNotIn("output", event_body) |
| 824 | + |
| 825 | + input_messages = event_body["input"]["messages"] |
| 826 | + self.assertEqual(len(input_messages), 1) |
| 827 | + self.assertEqual(input_messages[0]["content"], "Executing search function with query: 'latest news'") |
| 828 | + self.assertEqual(input_messages[0]["role"], "user") |
| 829 | + |
| 830 | + def test_emit_llo_attributes_genai_choice_only(self): |
| 831 | + """ |
| 832 | + Test event generation with only gen_ai.choice attribute. |
| 833 | + """ |
| 834 | + attributes = { |
| 835 | + "gen_ai.choice": "Selected option: Continue with the current approach.", |
| 836 | + } |
| 837 | + |
| 838 | + span = self._create_mock_span(attributes) |
| 839 | + span.end_time = 1234567899 |
| 840 | + span.instrumentation_scope = MagicMock() |
| 841 | + span.instrumentation_scope.name = "test.scope" |
| 842 | + |
| 843 | + self.llo_handler._emit_llo_attributes(span, attributes) |
| 844 | + |
| 845 | + self.event_logger_mock.emit.assert_called_once() |
| 846 | + emitted_event = self.event_logger_mock.emit.call_args[0][0] |
| 847 | + |
| 848 | + event_body = emitted_event.body |
| 849 | + self.assertNotIn("input", event_body) |
| 850 | + self.assertIn("output", event_body) |
| 851 | + |
| 852 | + output_messages = event_body["output"]["messages"] |
| 853 | + self.assertEqual(len(output_messages), 1) |
| 854 | + self.assertEqual(output_messages[0]["content"], "Selected option: Continue with the current approach.") |
| 855 | + self.assertEqual(output_messages[0]["role"], "assistant") |
| 856 | + |
| 857 | + def test_emit_llo_attributes_from_span_events(self): |
| 858 | + """ |
| 859 | + Test that LLO attributes are collected from span events when event names match LLO patterns. |
| 860 | + """ |
| 861 | + # Create span with normal attributes |
| 862 | + span_attributes = {"normal.attribute": "value"} |
| 863 | + |
| 864 | + # Create span events where event names are LLO patterns |
| 865 | + user_event = MagicMock() |
| 866 | + user_event.name = "gen_ai.user.message" |
| 867 | + user_event.attributes = {"content": "What is the weather today?", "other": "metadata"} |
| 868 | + user_event.timestamp = 1234567890 |
| 869 | + |
| 870 | + assistant_event = MagicMock() |
| 871 | + assistant_event.name = "gen_ai.assistant.message" |
| 872 | + assistant_event.attributes = {"content": "It's sunny and 75°F", "confidence": 0.95} |
| 873 | + assistant_event.timestamp = 1234567891 |
| 874 | + |
| 875 | + system_event = MagicMock() |
| 876 | + system_event.name = "gen_ai.system.message" |
| 877 | + system_event.attributes = {"content": "You are a weather assistant"} |
| 878 | + system_event.timestamp = 1234567892 |
| 879 | + |
| 880 | + span = self._create_mock_span(span_attributes) |
| 881 | + span.events = [user_event, assistant_event, system_event] |
| 882 | + span.end_time = 1234567899 |
| 883 | + span.instrumentation_scope = MagicMock() |
| 884 | + span.instrumentation_scope.name = "event.patterns.scope" |
| 885 | + |
| 886 | + # Collect LLO attributes and emit event |
| 887 | + all_llo_attrs = self.llo_handler._collect_llo_attributes_from_span(span) |
| 888 | + self.llo_handler._emit_llo_attributes(span, all_llo_attrs) |
| 889 | + |
| 890 | + # Should emit event because LLO attributes were collected from span events |
| 891 | + self.event_logger_mock.emit.assert_called_once() |
| 892 | + emitted_event = self.event_logger_mock.emit.call_args[0][0] |
| 893 | + |
| 894 | + event_body = emitted_event.body |
| 895 | + self.assertIn("input", event_body) |
| 896 | + self.assertIn("output", event_body) |
| 897 | + |
| 898 | + # Check input messages (user and system) |
| 899 | + input_messages = event_body["input"]["messages"] |
| 900 | + self.assertEqual(len(input_messages), 2) |
| 901 | + |
| 902 | + # User message should contain all event attributes as content |
| 903 | + user_msg = next((msg for msg in input_messages if msg["role"] == "user"), None) |
| 904 | + self.assertIsNotNone(user_msg) |
| 905 | + self.assertEqual(user_msg["content"], {"content": "What is the weather today?", "other": "metadata"}) |
| 906 | + |
| 907 | + # System message should contain all event attributes as content |
| 908 | + system_msg = next((msg for msg in input_messages if msg["role"] == "system"), None) |
| 909 | + self.assertIsNotNone(system_msg) |
| 910 | + self.assertEqual(system_msg["content"], {"content": "You are a weather assistant"}) |
| 911 | + |
| 912 | + # Check output messages (assistant) |
| 913 | + output_messages = event_body["output"]["messages"] |
| 914 | + self.assertEqual(len(output_messages), 1) |
| 915 | + self.assertEqual(output_messages[0]["role"], "assistant") |
| 916 | + self.assertEqual(output_messages[0]["content"], {"content": "It's sunny and 75°F", "confidence": 0.95}) |
| 917 | + |
| 918 | + def test_filter_span_events_removes_llo_pattern_events(self): |
| 919 | + """ |
| 920 | + Test that span events are completely removed when their names match LLO patterns. |
| 921 | + """ |
| 922 | + # Create span events |
| 923 | + normal_event = MagicMock() |
| 924 | + normal_event.name = "normal.event" |
| 925 | + normal_event.attributes = {"data": "keep this"} |
| 926 | + |
| 927 | + llo_event1 = MagicMock() |
| 928 | + llo_event1.name = "gen_ai.user.message" |
| 929 | + llo_event1.attributes = {"content": "remove this event"} |
| 930 | + |
| 931 | + llo_event2 = MagicMock() |
| 932 | + llo_event2.name = "gen_ai.assistant.message" |
| 933 | + llo_event2.attributes = {"content": "remove this too"} |
| 934 | + |
| 935 | + another_normal_event = MagicMock() |
| 936 | + another_normal_event.name = "another.normal.event" |
| 937 | + another_normal_event.attributes = {"info": "keep this too"} |
| 938 | + |
| 939 | + span = self._create_mock_span({}) |
| 940 | + span.events = [normal_event, llo_event1, llo_event2, another_normal_event] |
| 941 | + |
| 942 | + self.llo_handler._filter_span_events(span) |
| 943 | + |
| 944 | + # Should only have normal events left |
| 945 | + self.assertEqual(len(span._events), 2) |
| 946 | + remaining_names = [event.name for event in span._events] |
| 947 | + self.assertIn("normal.event", remaining_names) |
| 948 | + self.assertIn("another.normal.event", remaining_names) |
| 949 | + self.assertNotIn("gen_ai.user.message", remaining_names) |
| 950 | + self.assertNotIn("gen_ai.assistant.message", remaining_names) |
0 commit comments