def test_log_run_data_empty(mocker):
mocker.patch.object(ExperimentClient, "_patch_raw")
client = ExperimentClient(mocker.Mock(), mocker.Mock())
client.log_run_data(PROJECT_ID, EXPERIMENT_RUN_ID)
ExperimentClient._patch_raw.assert_not_called()
def test_log_run_data(mocker):
mocker.patch.object(ExperimentClient, "_patch_raw")
run_data_schema_mock = mocker.patch(
"faculty.clients.experiment._ExperimentRunDataSchema")
run_data_dump_mock = run_data_schema_mock.return_value.dump
metric = mocker.Mock()
param = mocker.Mock()
tag = mocker.Mock()
client = ExperimentClient(mocker.Mock(), mocker.Mock())
client.log_run_data(
PROJECT_ID,
EXPERIMENT_RUN_ID,
metrics=[metric],
params=[param],
tags=[tag],
)
run_data_schema_mock.assert_called_once_with()
run_data_dump_mock.assert_called_once_with({
"metrics": [metric],
"params": [param],
"tags": [tag]
})
ExperimentClient._patch_raw.assert_called_once_with(
"/project/{}/run/{}/data".format(PROJECT_ID, EXPERIMENT_RUN_ID),
json=run_data_dump_mock.return_value,
)
def test_log_run_data_other_conflict(mocker):
response_mock = mocker.Mock()
exception = Conflict(response_mock, "", "")
mocker.patch.object(ExperimentClient, "_patch_raw", side_effect=exception)
client = ExperimentClient(mocker.Mock(), mocker.Mock())
with pytest.raises(Conflict):
client.log_run_data(PROJECT_ID,
EXPERIMENT_RUN_ID,
params=[mocker.Mock()])
def test_log_run_data_param_conflict(mocker):
message = "bad params"
error_code = "conflicting_params"
response_mock = mocker.Mock()
response_mock.json.return_value = {"parameterKeys": ["bad-key"]}
exception = Conflict(response_mock, message, error_code)
mocker.patch.object(ExperimentClient, "_patch_raw", side_effect=exception)
client = ExperimentClient(mocker.Mock(), mocker.Mock())
with pytest.raises(ParamConflict, match=message):
client.log_run_data(PROJECT_ID,
EXPERIMENT_RUN_ID,
params=[mocker.Mock()])