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https://github.com/ClickHouse/ClickHouse.git
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133 lines
3.9 KiB
Python
133 lines
3.9 KiB
Python
import os
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import sys
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import time
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import pytest
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sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
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SCRIPT_DIR = os.path.dirname(os.path.realpath(__file__))
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from helpers.cluster import ClickHouseCluster
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cluster = ClickHouseCluster(__file__)
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node = cluster.add_instance(
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"node",
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stay_alive=True,
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main_configs=["config/models_config.xml", "config/catboost_lib.xml"],
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)
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def copy_file_to_container(local_path, dist_path, container_id):
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os.system(
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"docker cp {local} {cont_id}:{dist}".format(
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local=local_path, cont_id=container_id, dist=dist_path
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)
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)
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@pytest.fixture(scope="module")
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def started_cluster():
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try:
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cluster.start()
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copy_file_to_container(
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os.path.join(SCRIPT_DIR, "model/."),
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"/etc/clickhouse-server/model",
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node.docker_id,
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)
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node.query("CREATE TABLE binary (x UInt64, y UInt64) ENGINE = TinyLog()")
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node.query("INSERT INTO binary VALUES (1, 1), (1, 0), (0, 1), (0, 0)")
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node.restart_clickhouse()
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yield cluster
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finally:
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cluster.shutdown()
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def test_model_reload(started_cluster):
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if node.is_built_with_memory_sanitizer():
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pytest.skip("Memory Sanitizer cannot work with third-party shared libraries")
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node.exec_in_container(
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["bash", "-c", "rm -f /etc/clickhouse-server/model/model.cbm"]
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)
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node.exec_in_container(
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[
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"bash",
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"-c",
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"ln /etc/clickhouse-server/model/conjunction.cbm /etc/clickhouse-server/model/model.cbm",
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]
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)
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node.query("SYSTEM RELOAD MODEL model")
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result = node.query(
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"""
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WITH modelEvaluate('model', toFloat64(x), toFloat64(y)) as prediction, exp(prediction) / (1 + exp(prediction)) as probability
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SELECT if(probability > 0.5, 1, 0) FROM binary;
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"""
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)
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assert result == "1\n0\n0\n0\n"
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node.exec_in_container(["bash", "-c", "rm /etc/clickhouse-server/model/model.cbm"])
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node.exec_in_container(
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[
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"bash",
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"-c",
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"ln /etc/clickhouse-server/model/disjunction.cbm /etc/clickhouse-server/model/model.cbm",
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]
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)
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node.query("SYSTEM RELOAD MODEL model")
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result = node.query(
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"""
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WITH modelEvaluate('model', toFloat64(x), toFloat64(y)) as prediction, exp(prediction) / (1 + exp(prediction)) as probability
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SELECT if(probability > 0.5, 1, 0) FROM binary;
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"""
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)
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assert result == "1\n1\n1\n0\n"
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def test_models_reload(started_cluster):
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if node.is_built_with_memory_sanitizer():
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pytest.skip("Memory Sanitizer cannot work with third-party shared libraries")
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node.exec_in_container(
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["bash", "-c", "rm -f /etc/clickhouse-server/model/model.cbm"]
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)
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node.exec_in_container(
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[
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"bash",
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"-c",
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"ln /etc/clickhouse-server/model/conjunction.cbm /etc/clickhouse-server/model/model.cbm",
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]
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)
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node.query("SYSTEM RELOAD MODELS")
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result = node.query(
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"""
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WITH modelEvaluate('model', toFloat64(x), toFloat64(y)) as prediction, exp(prediction) / (1 + exp(prediction)) as probability
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SELECT if(probability > 0.5, 1, 0) FROM binary;
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"""
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)
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assert result == "1\n0\n0\n0\n"
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node.exec_in_container(["bash", "-c", "rm /etc/clickhouse-server/model/model.cbm"])
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node.exec_in_container(
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[
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"bash",
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"-c",
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"ln /etc/clickhouse-server/model/disjunction.cbm /etc/clickhouse-server/model/model.cbm",
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]
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)
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node.query("SYSTEM RELOAD MODELS")
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result = node.query(
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"""
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WITH modelEvaluate('model', toFloat64(x), toFloat64(y)) as prediction, exp(prediction) / (1 + exp(prediction)) as probability
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SELECT if(probability > 0.5, 1, 0) FROM binary;
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"""
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)
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assert result == "1\n1\n1\n0\n"
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