haystack/test/core/pipeline/test_tracing.py

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from test.tracing.utils import SpyingSpan, SpyingTracer
from typing import Optional
from unittest.mock import ANY
import pytest
from _pytest.monkeypatch import MonkeyPatch
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from haystack import Pipeline, component
from haystack.tracing.tracer import tracer
@component
class Hello:
@component.output_types(output=str)
def run(self, word: Optional[str]): # use optional to spice up the typing tags
"""
Takes a string in input and returns "Hello, <string>!"
in output.
"""
return {"output": f"Hello, {word}!"}
@pytest.fixture()
def pipeline() -> Pipeline:
pipeline = Pipeline()
pipeline.add_component("hello", Hello())
pipeline.add_component("hello2", Hello())
pipeline.connect("hello.output", "hello2.word")
return pipeline
class TestTracing:
def test_with_enabled_tracing(self, pipeline: Pipeline, spying_tracer: SpyingTracer) -> None:
pipeline.run(data={"word": "world"})
assert len(spying_tracer.spans) == 3
assert spying_tracer.spans == [
SpyingSpan(
operation_name="haystack.pipeline.run",
tags={
"haystack.pipeline.debug": False,
"haystack.pipeline.metadata": {},
"haystack.pipeline.max_loops_allowed": 100,
},
trace_id=ANY,
span_id=ANY,
),
SpyingSpan(
operation_name="haystack.component.run",
tags={
"haystack.component.name": "hello",
"haystack.component.type": "Hello",
"haystack.component.input_types": {"word": "str"},
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"haystack.component.input_spec": {"word": {"type": ANY, "senders": []}},
"haystack.component.output_spec": {"output": {"type": "str", "senders": ["hello2"]}},
"haystack.component.visits": 1,
},
trace_id=ANY,
span_id=ANY,
),
SpyingSpan(
operation_name="haystack.component.run",
tags={
"haystack.component.name": "hello2",
"haystack.component.type": "Hello",
"haystack.component.input_types": {"word": "str"},
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"haystack.component.input_spec": {"word": {"type": ANY, "senders": ["hello"]}},
"haystack.component.output_spec": {"output": {"type": "str", "senders": []}},
"haystack.component.visits": 1,
},
trace_id=ANY,
span_id=ANY,
),
]
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# We need to check the type of the input_spec because it can be rendered differently
# depending on the Python version 🫠
assert spying_tracer.spans[1].tags["haystack.component.input_spec"]["word"]["type"] in [
"typing.Union[str, NoneType]",
"typing.Optional[str]",
]
def test_with_enabled_content_tracing(
self, spying_tracer: SpyingTracer, monkeypatch: MonkeyPatch, pipeline: Pipeline
) -> None:
# Monkeypatch to avoid impact on other tests
monkeypatch.setattr(tracer, "is_content_tracing_enabled", True)
pipeline.run(data={"word": "world"})
assert len(spying_tracer.spans) == 3
assert spying_tracer.spans == [
SpyingSpan(
operation_name="haystack.pipeline.run",
tags={
"haystack.pipeline.debug": False,
"haystack.pipeline.metadata": {},
"haystack.pipeline.max_loops_allowed": 100,
},
trace_id=ANY,
span_id=ANY,
),
SpyingSpan(
operation_name="haystack.component.run",
tags={
"haystack.component.name": "hello",
"haystack.component.type": "Hello",
"haystack.component.input_types": {"word": "str"},
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"haystack.component.input_spec": {"word": {"type": ANY, "senders": []}},
"haystack.component.output_spec": {"output": {"type": "str", "senders": ["hello2"]}},
"haystack.component.input": {"word": "world"},
"haystack.component.visits": 1,
"haystack.component.output": {"output": "Hello, world!"},
},
trace_id=ANY,
span_id=ANY,
),
SpyingSpan(
operation_name="haystack.component.run",
tags={
"haystack.component.name": "hello2",
"haystack.component.type": "Hello",
"haystack.component.input_types": {"word": "str"},
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"haystack.component.input_spec": {"word": {"type": ANY, "senders": ["hello"]}},
"haystack.component.output_spec": {"output": {"type": "str", "senders": []}},
"haystack.component.input": {"word": "Hello, world!"},
"haystack.component.visits": 1,
"haystack.component.output": {"output": "Hello, Hello, world!!"},
},
trace_id=ANY,
span_id=ANY,
),
]