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Original file line number | Diff line number | Diff line change |
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@@ -1,41 +1,156 @@ | ||
import json | ||
from datetime import datetime, timedelta | ||
from typing import Any, Dict, List | ||
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||
from data_generator import DATE_FORMAT, generate_dates | ||
from dbt_project import DbtProject | ||
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METRICS_TABLE = "data_monitoring_metrics" | ||
TIMESTAMP_COLUMN = "updated_at" | ||
DBT_TEST_NAME = "elementary.collect_metrics" | ||
DBT_TEST_ARGS = { | ||
"timestamp_column": TIMESTAMP_COLUMN, | ||
} | ||
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def test_collect_column_metrics(test_id: str, dbt_project: DbtProject): | ||
def test_collect_numeric_column_metrics(test_id: str, dbt_project: DbtProject): | ||
utc_today = datetime.utcnow().date() | ||
data: List[Dict[str, Any]] = [ | ||
{ | ||
TIMESTAMP_COLUMN: cur_date.strftime(DATE_FORMAT), | ||
"superhero": superhero, | ||
"id": id, | ||
"name": name, | ||
} | ||
for cur_date in generate_dates(base_date=utc_today - timedelta(1)) | ||
for superhero in ["Superman", "Batman"] | ||
for id, name in [(1, "Superman"), (2, "Batman")] | ||
] | ||
test_result = dbt_project.test( | ||
test_id, DBT_TEST_NAME, DBT_TEST_ARGS, data=data, test_column="superhero" | ||
test_id, DBT_TEST_NAME, DBT_TEST_ARGS, data=data, test_column="id" | ||
) | ||
assert test_result["status"] == "pass" | ||
|
||
expected_metrics = json.loads( | ||
dbt_project.dbt_runner.run_operation( | ||
"elementary.column_monitors_by_type", macro_args={"data_type": "numeric"} | ||
)[0] | ||
) | ||
|
||
metrics = dbt_project.read_table( | ||
METRICS_TABLE, | ||
where=f"full_table_name LIKE '%{test_id.upper()}' AND column_name = 'id'", | ||
) | ||
for metric_name in expected_metrics: | ||
assert any( | ||
row["metric_name"] == metric_name for row in metrics | ||
), f"No metric found for name '{metric_name}'" | ||
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def test_collect_string_column_metrics(test_id: str, dbt_project: DbtProject): | ||
utc_today = datetime.utcnow().date() | ||
data: List[Dict[str, Any]] = [ | ||
{ | ||
TIMESTAMP_COLUMN: cur_date.strftime(DATE_FORMAT), | ||
"id": id, | ||
"name": name, | ||
} | ||
for cur_date in generate_dates(base_date=utc_today - timedelta(1)) | ||
for id, name in [(1, "Superman"), (2, "Batman")] | ||
] | ||
test_result = dbt_project.test( | ||
test_id, DBT_TEST_NAME, DBT_TEST_ARGS, data=data, test_column="name" | ||
) | ||
assert test_result["status"] == "pass" | ||
|
||
expected_metrics = json.loads( | ||
dbt_project.dbt_runner.run_operation( | ||
"elementary.column_monitors_by_type", macro_args={"data_type": "string"} | ||
)[0] | ||
) | ||
|
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metrics = dbt_project.read_table( | ||
METRICS_TABLE, | ||
where=f"full_table_name LIKE '%{test_id.upper()}' AND column_name = 'name'", | ||
) | ||
for metric_name in expected_metrics: | ||
assert any( | ||
row["metric_name"] == metric_name for row in metrics | ||
), f"No metric found for name '{metric_name}'" | ||
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def test_collect_table_metrics(test_id: str, dbt_project: DbtProject): | ||
utc_today = datetime.utcnow().date() | ||
data: List[Dict[str, Any]] = [ | ||
{ | ||
TIMESTAMP_COLUMN: cur_date.strftime(DATE_FORMAT), | ||
"superhero": superhero, | ||
"name": name, | ||
} | ||
for cur_date in generate_dates(base_date=utc_today - timedelta(1)) | ||
for superhero in ["Superman", "Batman"] | ||
for name in ["Superman", "Batman"] | ||
] | ||
test_result = dbt_project.test(test_id, DBT_TEST_NAME, DBT_TEST_ARGS, data=data) | ||
assert test_result["status"] == "pass" | ||
|
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expected_metrics = json.loads( | ||
dbt_project.dbt_runner.run_operation("elementary.get_default_table_monitors")[0] | ||
) | ||
metrics = dbt_project.read_table( | ||
METRICS_TABLE, | ||
where=f"full_table_name LIKE '%{test_id.upper()}'", | ||
) | ||
for metric_name in expected_metrics: | ||
assert any( | ||
row["metric_name"] == metric_name for row in metrics | ||
), f"No metric found for name '{metric_name}'" | ||
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def test_collect_no_timestamp_column_metrics(test_id: str, dbt_project: DbtProject): | ||
utc_today = datetime.utcnow().date() | ||
data: List[Dict[str, Any]] = [ | ||
{ | ||
TIMESTAMP_COLUMN: cur_date.strftime(DATE_FORMAT), | ||
"name": name, | ||
} | ||
for cur_date in generate_dates(base_date=utc_today - timedelta(1)) | ||
for name in ["Superman", "Batman"] | ||
] | ||
test_result = dbt_project.test( | ||
test_id, DBT_TEST_NAME, {}, data=data, test_column="name" | ||
) | ||
assert test_result["status"] == "pass" | ||
|
||
expected_metrics = json.loads( | ||
dbt_project.dbt_runner.run_operation( | ||
"elementary.column_monitors_by_type", macro_args={"data_type": "string"} | ||
)[0] | ||
) | ||
|
||
metrics = dbt_project.read_table( | ||
METRICS_TABLE, | ||
where=f"full_table_name LIKE '%{test_id.upper()}' AND column_name = 'name'", | ||
) | ||
for metric_name in expected_metrics: | ||
assert any( | ||
row["metric_name"] == metric_name for row in metrics | ||
), f"No metric found for name '{metric_name}'" | ||
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def test_collect_no_timestamp_table_metrics(test_id: str, dbt_project: DbtProject): | ||
utc_today = datetime.utcnow().date() | ||
data: List[Dict[str, Any]] = [ | ||
{ | ||
TIMESTAMP_COLUMN: cur_date.strftime(DATE_FORMAT), | ||
"name": name, | ||
} | ||
for cur_date in generate_dates(base_date=utc_today - timedelta(1)) | ||
for name in ["Superman", "Batman"] | ||
] | ||
test_result = dbt_project.test(test_id, DBT_TEST_NAME, {}, data=data) | ||
assert test_result["status"] == "pass" | ||
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metrics = dbt_project.read_table( | ||
METRICS_TABLE, | ||
where=f"full_table_name LIKE '%{test_id.upper()}'", | ||
) | ||
assert any( | ||
row["metric_name"] == "row_count" for row in metrics | ||
), "No metric found for name 'row_count'" |