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posthog/ee/benchmarks/helpers.py

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import os
import sys
from contextlib import contextmanager
from functools import wraps
from os.path import dirname
from django.utils.timezone import now
os.environ["POSTHOG_DB_NAME"] = "posthog_test"
os.environ["DJANGO_SETTINGS_MODULE"] = "posthog.settings"
sys.path.append(dirname(dirname(dirname(__file__))))
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import django # noqa: E402
django.setup()
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from ee.clickhouse.materialized_columns.columns import get_materialized_columns # noqa: E402
from posthog import client # noqa: E402
from posthog.models.utils import UUIDT # noqa: E402
get_column = lambda rows, index: [row[index] for row in rows]
def run_query(fn, *args):
uuid = str(UUIDT())
client._request_information = {"kind": "benchmark", "id": f"{uuid}::${fn.__name__}"}
try:
fn(*args)
return get_clickhouse_query_stats(uuid)
finally:
client._request_information = None
def get_clickhouse_query_stats(uuid):
client.sync_execute("SYSTEM FLUSH LOGS")
rows = client.sync_execute(
f"""
SELECT
query_duration_ms,
read_rows,
read_bytes,
memory_usage
FROM system.query_log
WHERE
query NOT LIKE '%%query_log%%'
AND query LIKE %(matcher)s
AND type = 'QueryFinish'
""",
{"matcher": f"%benchmark:{uuid}%"},
)
return {
"query_count": len(rows),
"ch_query_time": int(sum(get_column(rows, 0))),
"read_rows": sum(get_column(rows, 1)),
"read_bytes": sum(get_column(rows, 2)),
"memory_usage": sum(get_column(rows, 3)),
}
def benchmark_clickhouse(fn):
@wraps(fn)
def inner(*args):
samples = [run_query(fn, *args)["ch_query_time"] for _ in range(4)]
return {"samples": samples, "number": len(samples)}
return inner
@contextmanager
def no_materialized_columns():
"Allows running a function without any materialized columns being used in query"
get_materialized_columns._cache = {("events",): (now(), {}), ("person",): (now(), {})}
yield
get_materialized_columns._cache = {}