Tracks how long each processor start method takes during pipeline startup by measuring StartFrame arrive/leave deltas. Emits a timing report via the on_startup_timing_report event and auto-logs a summary. Internal pipeline processors are excluded from reports by default.
187 lines
6.0 KiB
Python
187 lines
6.0 KiB
Python
import asyncio
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import unittest
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from pipecat.frames.frames import Frame, StartFrame, TextFrame
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from pipecat.observers.startup_timing_observer import (
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StartupTimingObserver,
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StartupTimingReport,
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)
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from pipecat.processors.frame_processor import FrameDirection, FrameProcessor
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from pipecat.tests.utils import run_test
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class SlowStartProcessor(FrameProcessor):
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"""A processor that sleeps during start to simulate slow initialization."""
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def __init__(self, delay: float = 0.1, **kwargs):
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super().__init__(**kwargs)
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self._delay = delay
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async def process_frame(self, frame: Frame, direction: FrameDirection):
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await super().process_frame(frame, direction)
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if isinstance(frame, StartFrame):
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await asyncio.sleep(self._delay)
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await self.push_frame(frame, direction)
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class FastProcessor(FrameProcessor):
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"""A processor with no start delay."""
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async def process_frame(self, frame: Frame, direction: FrameDirection):
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await super().process_frame(frame, direction)
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await self.push_frame(frame, direction)
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class TestStartupTimingObserver(unittest.IsolatedAsyncioTestCase):
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"""Tests for StartupTimingObserver."""
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async def test_timing_reported(self):
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"""Test that startup timing is measured and reported."""
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observer = StartupTimingObserver()
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processor = SlowStartProcessor(delay=0.1)
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reports = []
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@observer.event_handler("on_startup_timing_report")
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async def on_report(obs, report):
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reports.append(report)
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frames_to_send = [TextFrame(text="hello")]
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await run_test(
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processor,
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frames_to_send=frames_to_send,
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expected_down_frames=[TextFrame],
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observers=[observer],
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)
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self.assertEqual(len(reports), 1)
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report = reports[0]
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self.assertGreater(report.total_duration_secs, 0)
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self.assertGreater(len(report.processor_timings), 0)
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# Find our slow processor in the timings.
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slow_timings = [
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t for t in report.processor_timings if "SlowStartProcessor" in t.processor_name
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]
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self.assertEqual(len(slow_timings), 1)
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self.assertGreaterEqual(slow_timings[0].duration_secs, 0.05)
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async def test_processor_types_filter(self):
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"""Test that processor_types filter limits which processors appear."""
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observer = StartupTimingObserver(processor_types=(SlowStartProcessor,))
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processor = SlowStartProcessor(delay=0.05)
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reports = []
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@observer.event_handler("on_startup_timing_report")
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async def on_report(obs, report):
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reports.append(report)
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frames_to_send = [TextFrame(text="hello")]
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await run_test(
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processor,
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frames_to_send=frames_to_send,
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expected_down_frames=[TextFrame],
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observers=[observer],
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)
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self.assertEqual(len(reports), 1)
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report = reports[0]
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# Only SlowStartProcessor should be in the timings.
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for t in report.processor_timings:
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self.assertIn("SlowStartProcessor", t.processor_name)
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async def test_report_emits_once(self):
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"""Test that the report is emitted only once even with multiple frames."""
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observer = StartupTimingObserver()
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processor = FastProcessor()
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reports = []
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@observer.event_handler("on_startup_timing_report")
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async def on_report(obs, report):
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reports.append(report)
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frames_to_send = [
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TextFrame(text="first"),
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TextFrame(text="second"),
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TextFrame(text="third"),
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]
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await run_test(
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processor,
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frames_to_send=frames_to_send,
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expected_down_frames=[TextFrame, TextFrame, TextFrame],
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observers=[observer],
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)
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self.assertEqual(len(reports), 1)
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async def test_event_handler_receives_report(self):
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"""Test that the event handler receives a proper StartupTimingReport."""
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observer = StartupTimingObserver()
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processor = SlowStartProcessor(delay=0.05)
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reports = []
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@observer.event_handler("on_startup_timing_report")
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async def on_report(obs, report):
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reports.append(report)
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frames_to_send = [TextFrame(text="hello")]
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await run_test(
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processor,
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frames_to_send=frames_to_send,
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expected_down_frames=[TextFrame],
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observers=[observer],
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)
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self.assertEqual(len(reports), 1)
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report = reports[0]
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self.assertIsInstance(report, StartupTimingReport)
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self.assertIsInstance(report.total_duration_secs, float)
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for timing in report.processor_timings:
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self.assertIsInstance(timing.processor_name, str)
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self.assertIsInstance(timing.duration_secs, float)
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async def test_excludes_internal_processors(self):
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"""Test that internal pipeline processors are excluded by default."""
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observer = StartupTimingObserver()
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processor = FastProcessor()
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reports = []
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@observer.event_handler("on_startup_timing_report")
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async def on_report(obs, report):
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reports.append(report)
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frames_to_send = [TextFrame(text="hello")]
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await run_test(
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processor,
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frames_to_send=frames_to_send,
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expected_down_frames=[TextFrame],
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observers=[observer],
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)
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self.assertEqual(len(reports), 1)
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report = reports[0]
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# No internal processors (PipelineSource, PipelineSink, Pipeline) in the report.
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internal_names = ("Pipeline#", "PipelineTask#")
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for t in report.processor_timings:
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for prefix in internal_names:
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self.assertNotIn(
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prefix,
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t.processor_name,
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f"Internal processor {t.processor_name} should be excluded by default",
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)
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if __name__ == "__main__":
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unittest.main()
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