fix: prevent huge otel spans causing pods to be OOMKilled (#5871)
* otel fix * add unit test * log the resource id * iterables support and fix unittest * fix some edge cases
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301
tests/test_otel_tracing.py
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301
tests/test_otel_tracing.py
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"""
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Unit tests for OTEL tracing span attribute handling.
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Tests that the @trace_method decorator properly excludes or truncates
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large parameters to prevent memory bloat and RESOURCE_EXHAUSTED errors.
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"""
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import pytest
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from opentelemetry import trace
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from opentelemetry.sdk.trace import TracerProvider
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from letta.otel.tracing import trace_method
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from letta.schemas.letta_message_content import TextContent
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from letta.schemas.message import Message, MessageRole
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class CaptureSpanProcessor:
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"""Span processor that captures spans for testing."""
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def __init__(self):
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self.spans = []
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def on_start(self, span, parent_context):
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pass
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def on_end(self, span):
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self.spans.append(span)
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def shutdown(self):
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pass
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def force_flush(self, timeout_millis=None):
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pass
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class MockAgentState:
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"""Mock agent state with configurable size."""
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def __init__(self, size_mb=5):
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self.id = "agent-test-123"
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self.name = "Test Agent"
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self.memory = {"large_data": "X" * int(size_mb * 1024 * 1024)}
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self.message_ids = [f"msg-{i}" for i in range(1000)]
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def __str__(self):
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return f"AgentState(id={self.id}, memory_size={len(str(self.memory))})"
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@pytest.fixture(scope="module")
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def span_processor():
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"""Setup OTEL tracing with span capture."""
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provider = TracerProvider()
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processor = CaptureSpanProcessor()
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provider.add_span_processor(processor)
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trace.set_tracer_provider(provider)
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# Initialize letta tracing
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import letta.otel.tracing as tracing_module
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tracing_module._is_tracing_initialized = True
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yield processor
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# Reset
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tracing_module._is_tracing_initialized = False
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@pytest.fixture(scope="function", autouse=True)
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def clear_spans(span_processor):
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"""Clear captured spans before each test."""
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span_processor.spans.clear()
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yield
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def create_large_messages(size_mb=5):
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"""Create large message list simulating production data."""
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large_text = "CRYPTO SECURITY REPORT:\n" + ("X" * int(size_mb * 1024 * 1024))
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return [
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Message(
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id="message-12345678",
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role=MessageRole.user,
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content=[TextContent(text=large_text)],
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agent_id="agent-12345678-1234-1234-1234-123456789012",
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),
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Message(
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id="message-87654321",
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role=MessageRole.assistant,
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content=[TextContent(text="I'll analyze that report...")],
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agent_id="agent-12345678-1234-1234-1234-123456789012",
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),
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]
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def get_span_attributes(span):
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"""Extract parameter attributes from a span."""
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attrs = span.attributes or {}
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return {key.replace("parameter.", ""): value for key, value in attrs.items() if key.startswith("parameter.")}
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def test_messages_parameter_excluded(span_processor):
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"""Test that large messages parameter is excluded from span attributes."""
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@trace_method
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def test_func(messages, agent_state):
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return "success"
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large_messages = create_large_messages(size_mb=5)
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agent_state = MockAgentState(size_mb=5)
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result = test_func(messages=large_messages, agent_state=agent_state)
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assert result == "success"
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assert len(span_processor.spans) == 1
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attrs = get_span_attributes(span_processor.spans[0])
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# Check messages parameter is excluded
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assert "messages" in attrs
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messages_value = str(attrs["messages"])
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assert "excluded" in messages_value
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assert len(messages_value) < 200 # Should be small (may include IDs)
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# Check agent_state parameter is excluded
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assert "agent_state" in attrs
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agent_state_value = str(attrs["agent_state"])
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assert "excluded" in agent_state_value
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assert len(agent_state_value) < 200
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def test_content_parameter_excluded(span_processor):
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"""Test that large content parameter is excluded from span attributes."""
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@trace_method
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def test_func(content, agent_state):
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return "success"
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large_content = "C" * (5 * 1024 * 1024) # 5MB
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agent_state = MockAgentState(size_mb=3)
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result = test_func(content=large_content, agent_state=agent_state)
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assert result == "success"
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assert len(span_processor.spans) == 1
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attrs = get_span_attributes(span_processor.spans[0])
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# Check content parameter is excluded
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assert "content" in attrs
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content_value = str(attrs["content"])
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assert "excluded" in content_value
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assert len(content_value) < 200
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def test_source_code_parameter_excluded(span_processor):
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"""Test that large source_code parameter is excluded from span attributes."""
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@trace_method
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def test_func(source_code, tool_name):
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return "success"
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large_source_code = (
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'''
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def large_tool(query: str):
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"""Tool with large source code."""
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padding = """'''
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+ ("X" * (5 * 1024 * 1024))
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+ '''"""
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return "test"
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'''
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)
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result = test_func(source_code=large_source_code, tool_name="test_tool")
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assert result == "success"
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assert len(span_processor.spans) == 1
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attrs = get_span_attributes(span_processor.spans[0])
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# Check source_code parameter is excluded
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assert "source_code" in attrs
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source_code_value = str(attrs["source_code"])
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assert "excluded" in source_code_value
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assert len(source_code_value) < 200
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# Check small parameter is kept
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assert "tool_name" in attrs
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assert attrs["tool_name"] == "test_tool"
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def test_large_parameter_truncated(span_processor):
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"""Test that non-excluded large parameters are truncated."""
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@trace_method
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def test_func(data, small_param):
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return "success"
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# Use a parameter name not in the exclusion list
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large_data = "D" * (2 * 1024 * 1024) # 2MB
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small_param = "test"
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result = test_func(data=large_data, small_param=small_param)
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assert result == "success"
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assert len(span_processor.spans) == 1
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attrs = get_span_attributes(span_processor.spans[0])
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# Check large data is truncated
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assert "data" in attrs
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data_value = str(attrs["data"])
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assert len(data_value) < 2048 # Should be truncated to ~1KB + message
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assert "truncated" in data_value
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# Check small param is kept
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assert "small_param" in attrs
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assert attrs["small_param"] == "test"
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def test_small_parameters_kept(span_processor):
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"""Test that small parameters are kept in full."""
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@trace_method
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def test_func(param1, param2, param3):
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return "success"
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result = test_func(param1="test", param2=123, param3={"key": "value"})
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assert result == "success"
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assert len(span_processor.spans) == 1
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attrs = get_span_attributes(span_processor.spans[0])
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# All small params should be present
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assert "param1" in attrs
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assert "param2" in attrs
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assert "param3" in attrs
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# Values should match
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assert attrs["param1"] == "test"
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assert "123" in str(attrs["param2"])
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def test_total_span_size_reasonable(span_processor):
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"""Test that total span attribute size remains reasonable with multiple large params."""
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@trace_method
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def test_func(messages, agent_state, content, source_code):
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return "success"
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large_messages = create_large_messages(size_mb=5)
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agent_state = MockAgentState(size_mb=5)
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large_content = "C" * (5 * 1024 * 1024)
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large_source = "def tool(): padding = '" + ("X" * (5 * 1024 * 1024)) + "'"
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result = test_func(messages=large_messages, agent_state=agent_state, content=large_content, source_code=large_source)
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assert result == "success"
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assert len(span_processor.spans) == 1
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# Calculate total size of all attributes
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attrs = get_span_attributes(span_processor.spans[0])
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total_size = sum(len(str(v)) for v in attrs.values())
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# Total should be < 10KB even though input was ~20MB
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assert total_size < 10 * 1024, f"Total span size {total_size} bytes is too large"
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# Calculate reduction factor
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input_size = 20 * 1024 * 1024 # 20MB
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reduction = input_size / total_size
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assert reduction > 1000, f"Reduction factor {reduction}x is too low"
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def test_serialization_failure_handled(span_processor):
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"""Test that serialization failures are handled gracefully."""
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class UnserializableObject:
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def __str__(self):
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raise Exception("Cannot serialize")
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@trace_method
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def test_func(obj, normal_param):
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return "success"
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obj = UnserializableObject()
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# Should not raise exception
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result = test_func(obj=obj, normal_param="test")
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assert result == "success"
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assert len(span_processor.spans) == 1
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attrs = get_span_attributes(span_processor.spans[0])
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# Should have a fallback value
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assert "obj" in attrs
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assert "serialization failed" in str(attrs["obj"]) or "excluded" in str(attrs["obj"])
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# Normal param should work
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assert "normal_param" in attrs
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assert attrs["normal_param"] == "test"
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