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Original file line number | Diff line number | Diff line change |
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@@ -1,28 +1,107 @@ | ||
import functools | ||
from collections.abc import Generator | ||
from pathlib import Path | ||
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import pytest | ||
from django.conf import settings | ||
from django.test import override_settings | ||
from langchain_core.runnables import RunnableConfig | ||
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from ee.models import Conversation | ||
from posthog.demo.matrix.manager import MatrixManager | ||
from posthog.models import Organization, Project, Team, User | ||
from posthog.tasks.demo_create_data import HedgeboxMatrix | ||
from posthog.test.base import BaseTest | ||
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# Flaky is a handy tool, but it always runs setup fixtures for retries. | ||
# This decorator will just retry without re-running setup. | ||
def retry_test_only(max_retries=3): | ||
def decorator(func): | ||
@functools.wraps(func) | ||
def wrapper(*args, **kwargs): | ||
last_error: Exception | None = None | ||
for attempt in range(max_retries): | ||
try: | ||
return func(*args, **kwargs) | ||
except Exception as e: | ||
last_error = e | ||
print(f"\nRetrying test (attempt {attempt + 1}/{max_retries})...") # noqa | ||
if last_error: | ||
raise last_error | ||
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return wrapper | ||
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return decorator | ||
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# Apply decorators to all tests in the package. | ||
def pytest_collection_modifyitems(items): | ||
current_dir = Path(__file__).parent | ||
for item in items: | ||
if Path(item.fspath).is_relative_to(current_dir): | ||
item.add_marker( | ||
pytest.mark.skipif(not settings.IN_EVAL_TESTING, reason="Only runs for the assistant evaluation") | ||
) | ||
# Apply our custom retry decorator to the test function | ||
item.obj = retry_test_only(max_retries=3)(item.obj) | ||
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@pytest.fixture(scope="package") | ||
def team(django_db_blocker) -> Generator[Team, None, None]: | ||
with django_db_blocker.unblock(): | ||
organization = Organization.objects.create(name=BaseTest.CONFIG_ORGANIZATION_NAME) | ||
project = Project.objects.create(id=Team.objects.increment_id_sequence(), organization=organization) | ||
team = Team.objects.create( | ||
id=project.id, | ||
project=project, | ||
organization=organization, | ||
test_account_filters=[ | ||
{ | ||
"key": "email", | ||
"value": "@posthog.com", | ||
"operator": "not_icontains", | ||
"type": "person", | ||
} | ||
], | ||
has_completed_onboarding_for={"product_analytics": True}, | ||
) | ||
yield team | ||
organization.delete() | ||
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from posthog.test.base import run_clickhouse_statement_in_parallel | ||
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@pytest.fixture(scope="package") | ||
def user(team, django_db_blocker) -> Generator[User, None, None]: | ||
with django_db_blocker.unblock(): | ||
user = User.objects.create_and_join(team.organization, "[email protected]", "password1234") | ||
yield user | ||
user.delete() | ||
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@pytest.fixture(scope="module", autouse=True) | ||
def setup_kafka_tables(django_db_setup): | ||
from posthog.clickhouse.client import sync_execute | ||
from posthog.clickhouse.schema import ( | ||
CREATE_KAFKA_TABLE_QUERIES, | ||
build_query, | ||
) | ||
from posthog.settings import CLICKHOUSE_CLUSTER, CLICKHOUSE_DATABASE | ||
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kafka_queries = list(map(build_query, CREATE_KAFKA_TABLE_QUERIES)) | ||
run_clickhouse_statement_in_parallel(kafka_queries) | ||
@pytest.mark.django_db(transaction=True) | ||
@pytest.fixture | ||
def runnable_config(team, user) -> Generator[RunnableConfig, None, None]: | ||
conversation = Conversation.objects.create(team=team, user=user) | ||
yield { | ||
"configurable": { | ||
"thread_id": conversation.id, | ||
} | ||
} | ||
conversation.delete() | ||
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yield | ||
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kafka_tables = sync_execute( | ||
f""" | ||
SELECT name | ||
FROM system.tables | ||
WHERE database = '{CLICKHOUSE_DATABASE}' AND name LIKE 'kafka_%' | ||
""", | ||
) | ||
kafka_truncate_queries = [f"DROP TABLE {table[0]} ON CLUSTER '{CLICKHOUSE_CLUSTER}'" for table in kafka_tables] | ||
run_clickhouse_statement_in_parallel(kafka_truncate_queries) | ||
@pytest.fixture(scope="package", autouse=True) | ||
def setup_test_data(django_db_setup, team, user, django_db_blocker): | ||
with django_db_blocker.unblock(): | ||
matrix = HedgeboxMatrix( | ||
seed="b1ef3c66-5f43-488a-98be-6b46d92fbcef", # this seed generates all events | ||
days_past=120, | ||
days_future=30, | ||
n_clusters=500, | ||
group_type_index_offset=0, | ||
) | ||
matrix_manager = MatrixManager(matrix, print_steps=True) | ||
with override_settings(TEST=False): | ||
# Simulation saving should occur in non-test mode, so that Kafka isn't mocked. Normally in tests we don't | ||
# want to ingest via Kafka, but simulation saving is specifically designed to use that route for speed | ||
matrix_manager.run_on_team(team, user) |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1,40 +1,46 @@ | ||
from collections.abc import Callable | ||
from typing import cast | ||
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import pytest | ||
from langgraph.graph.state import CompiledStateGraph | ||
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from ee.hogai.assistant import AssistantGraph | ||
from ee.hogai.eval.utils import EvalBaseTest | ||
from ee.hogai.utils.types import AssistantNodeName, AssistantState | ||
from posthog.schema import AssistantFunnelsQuery, HumanMessage, VisualizationMessage | ||
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class TestEvalFunnelGenerator(EvalBaseTest): | ||
def _call_node(self, query: str, plan: str) -> AssistantFunnelsQuery: | ||
graph: CompiledStateGraph = ( | ||
AssistantGraph(self.team) | ||
.add_edge(AssistantNodeName.START, AssistantNodeName.FUNNEL_GENERATOR) | ||
.add_funnel_generator(AssistantNodeName.END) | ||
.compile() | ||
) | ||
@pytest.fixture | ||
def call_node(team, runnable_config) -> Callable[[str, str], AssistantFunnelsQuery]: | ||
graph: CompiledStateGraph = ( | ||
AssistantGraph(team) | ||
.add_edge(AssistantNodeName.START, AssistantNodeName.FUNNEL_GENERATOR) | ||
.add_funnel_generator(AssistantNodeName.END) | ||
.compile() | ||
) | ||
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def callable(query: str, plan: str) -> AssistantFunnelsQuery: | ||
state = graph.invoke( | ||
AssistantState(messages=[HumanMessage(content=query)], plan=plan), | ||
self._get_config(), | ||
runnable_config, | ||
) | ||
return cast(VisualizationMessage, AssistantState.model_validate(state).messages[-1]).answer | ||
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def test_node_replaces_equals_with_contains(self): | ||
query = "what is the conversion rate from a page view to sign up for users with name John?" | ||
plan = """Sequence: | ||
1. $pageview | ||
- property filter 1 | ||
- person | ||
- name | ||
- equals | ||
- John | ||
2. signed_up | ||
""" | ||
actual_output = self._call_node(query, plan).model_dump_json(exclude_none=True) | ||
assert "exact" not in actual_output | ||
assert "icontains" in actual_output | ||
assert "John" not in actual_output | ||
assert "john" in actual_output | ||
return callable | ||
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def test_node_replaces_equals_with_contains(call_node): | ||
query = "what is the conversion rate from a page view to sign up for users with name John?" | ||
plan = """Sequence: | ||
1. $pageview | ||
- property filter 1 | ||
- person | ||
- name | ||
- equals | ||
- John | ||
2. signed_up | ||
""" | ||
actual_output = call_node(query, plan).model_dump_json(exclude_none=True) | ||
assert "exact" not in actual_output | ||
assert "icontains" in actual_output | ||
assert "John" not in actual_output | ||
assert "john" in actual_output |
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