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chore(llmobs): fix behavior for running multiple evaluators #11986

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Jan 17, 2025
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11 changes: 3 additions & 8 deletions ddtrace/llmobs/_evaluators/runner.py
Original file line number Diff line number Diff line change
Expand Up @@ -117,14 +117,9 @@ def periodic(self, _wait_sync=False) -> None:
try:
if not _wait_sync:
for evaluator in self.evaluators:
self.executor.map(
lambda span_event: evaluator.run_and_submit_evaluation(span_event),
[
span_event
for span_event, span in span_events_and_spans
if self.sampler.sample(evaluator.LABEL, span)
],
)
for span_event, span in span_events_and_spans:
if self.sampler.sample(evaluator.LABEL, span):
self.executor.submit(evaluator.run_and_submit_evaluation, span_event)
else:
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for evaluator in self.evaluators:
for span_event, span in span_events_and_spans:
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11 changes: 5 additions & 6 deletions tests/llmobs/_utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -531,28 +531,27 @@ def _llm_span_with_expected_ragas_inputs_in_messages(ragas_inputs=None):


class DummyEvaluator:
LABEL = "dummy"

def __init__(self, llmobs_service):
def __init__(self, llmobs_service, label="dummy"):
self.llmobs_service = llmobs_service
self.LABEL = label

def run_and_submit_evaluation(self, span):
self.llmobs_service.submit_evaluation(
span_context=span,
label=DummyEvaluator.LABEL,
label=self.LABEL,
value=1.0,
metric_type="score",
)


def _dummy_evaluator_eval_metric_event(span_id, trace_id):
def _dummy_evaluator_eval_metric_event(span_id, trace_id, label=None):
return LLMObsEvaluationMetricEvent(
join_on={"span": {"span_id": span_id, "trace_id": trace_id}},
score_value=1.0,
ml_app="unnamed-ml-app",
timestamp_ms=mock.ANY,
metric_type="score",
label=DummyEvaluator.LABEL,
label=label or "dummy",
tags=["ddtrace.version:{}".format(ddtrace.__version__), "ml_app:unnamed-ml-app"],
)

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23 changes: 23 additions & 0 deletions tests/llmobs/test_llmobs_evaluator_runner.py
Original file line number Diff line number Diff line change
Expand Up @@ -59,6 +59,29 @@ def test_evaluator_runner_timed_enqueues_eval_metric(llmobs, mock_llmobs_eval_me
)


@pytest.mark.vcr_logs
def test_evaluator_runner_multiple_evaluators(llmobs, mock_llmobs_eval_metric_writer):
evaluator_runner = EvaluatorRunner(interval=0.01, llmobs_service=llmobs)
evaluator_runner.evaluators += [
DummyEvaluator(llmobs_service=llmobs, label="1"),
DummyEvaluator(llmobs_service=llmobs, label="2"),
DummyEvaluator(llmobs_service=llmobs, label="3"),
]
evaluator_runner.start()

evaluator_runner.enqueue({"span_id": "123", "trace_id": "1234"}, DUMMY_SPAN)

time.sleep(0.1)

calls = [call[0][0] for call in mock_llmobs_eval_metric_writer.enqueue.call_args_list]
sorted_calls = sorted(calls, key=lambda x: x["label"])
assert sorted_calls == [
_dummy_evaluator_eval_metric_event(span_id="123", trace_id="1234", label="1"),
_dummy_evaluator_eval_metric_event(span_id="123", trace_id="1234", label="2"),
_dummy_evaluator_eval_metric_event(span_id="123", trace_id="1234", label="3"),
]


def test_evaluator_runner_on_exit(mock_writer_logs, run_python_code_in_subprocess):
env = os.environ.copy()
pypath = [os.path.dirname(os.path.dirname(os.path.dirname(__file__)))]
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