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Check query tests for conversion metrics with custom grain
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@courtneyholcomb
courtneyholcomb committed Oct 29, 2024
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382 changes: 382 additions & 0 deletions tests_metricflow/integration/test_cases/itest_granularity.yaml
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Expand Up @@ -552,3 +552,385 @@ integration_test:
LEFT OUTER JOIN {{ source_schema }}.mf_time_spine ts1 ON ts.ds = ts1.ds
WHERE {{ render_time_constraint("ts1.martian_day", "2020-01-01") }}
GROUP BY ts.ds
---
integration_test:
name: test_conversion_metric_with_custom_granularity
description: Test querying a conversion metric with a custom grain
model: SIMPLE_MODEL
metrics: ["visit_buy_conversion_rate"]
group_bys: ["metric_time__martian_day"]
check_query: |
SELECT
metric_time__martian_day
, CAST(buys AS {{ double_data_type_name }}) / CAST(NULLIF(visits, 0) AS {{ double_data_type_name }}) AS visit_buy_conversion_rate
FROM (
SELECT
COALESCE(subq_5.metric_time__martian_day, subq_17.metric_time__martian_day) AS metric_time__martian_day
, MAX(subq_5.visits) AS visits
, MAX(subq_17.buys) AS buys
FROM (
SELECT
ts.martian_day AS metric_time__martian_day
, SUM(1) AS visits
FROM {{ source_schema }}.fct_visits v
LEFT OUTER JOIN {{ source_schema }}.mf_time_spine ts ON {{ render_date_trunc("V.ds", TimeGranularity.DAY) }} = ts.ds
GROUP BY ts.martian_day
) subq_5
FULL OUTER JOIN (
SELECT
ts2.martian_day AS metric_time__martian_day
, SUM(subq_12.buys) AS buys
FROM (
SELECT DISTINCT
FIRST_VALUE(subq_8.visits) OVER (
PARTITION BY subq_11.user, subq_11.ds__day, subq_11.mf_internal_uuid
ORDER BY subq_8.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS visits
, FIRST_VALUE(subq_8.ds__day) OVER (
PARTITION BY subq_11.user, subq_11.ds__day, subq_11.mf_internal_uuid
ORDER BY subq_8.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS ds__day
, FIRST_VALUE(subq_8.metric_time__day) OVER (
PARTITION BY subq_11.user, subq_11.ds__day, subq_11.mf_internal_uuid
ORDER BY subq_8.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS metric_time__day
, FIRST_VALUE(subq_8.user) OVER (
PARTITION BY subq_11.user, subq_11.ds__day, subq_11.mf_internal_uuid
ORDER BY subq_8.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS user
, subq_11.mf_internal_uuid AS mf_internal_uuid
, subq_11.buys AS buys
FROM (
SELECT
{{ render_date_trunc("ds", TimeGranularity.DAY) }} AS ds__day
, {{ render_date_trunc("ds", TimeGranularity.DAY) }} AS metric_time__day
, user_id AS user
, 1 AS visits
FROM {{ source_schema }}.fct_visits v
) subq_8
INNER JOIN (
SELECT
{{ render_date_trunc("ds", TimeGranularity.DAY) }} AS ds__day
, user_id AS user
, 1 AS buys
, GEN_RANDOM_UUID() AS mf_internal_uuid
FROM {{ source_schema }}.fct_buys b
) subq_11
ON subq_8.user = subq_11.user AND subq_8.ds__day <= subq_11.ds__day
) subq_12
LEFT OUTER JOIN {{ source_schema }}.mf_time_spine ts2 ON subq_12.metric_time__day = ts2.ds
GROUP BY ts2.martian_day
) subq_17
ON subq_5.metric_time__martian_day = subq_17.metric_time__martian_day
GROUP BY COALESCE(subq_5.metric_time__martian_day, subq_17.metric_time__martian_day)
) subq_18
---
integration_test:
name: test_windowed_conversion_metric_with_custom_granularity
description: Test querying a windowed conversion metric with a custom grain
model: SIMPLE_MODEL
metrics: ["visit_buy_conversion_rate_7days"]
group_bys: ["metric_time__martian_day"]
check_query: |
SELECT
metric_time__martian_day
, CAST(buys AS {{ double_data_type_name }}) / CAST(NULLIF(visits, 0) AS {{ double_data_type_name }}) AS visit_buy_conversion_rate_7days
FROM (
SELECT
COALESCE(subq_5.metric_time__martian_day, subq_17.metric_time__martian_day) AS metric_time__martian_day
, MAX(subq_5.visits) AS visits
, MAX(subq_17.buys) AS buys
FROM (
SELECT
ts.martian_day AS metric_time__martian_day
, SUM(1) AS visits
FROM {{ source_schema }}.fct_visits v
LEFT OUTER JOIN {{ source_schema }}.mf_time_spine ts ON {{ render_date_trunc("V.ds", TimeGranularity.DAY) }} = ts.ds
GROUP BY ts.martian_day
) subq_5
FULL OUTER JOIN (
SELECT
ts2.martian_day AS metric_time__martian_day
, SUM(subq_12.buys) AS buys
FROM (
SELECT DISTINCT
FIRST_VALUE(subq_8.visits) OVER (
PARTITION BY subq_11.user, subq_11.ds__day, subq_11.mf_internal_uuid
ORDER BY subq_8.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS visits
, FIRST_VALUE(subq_8.ds__day) OVER (
PARTITION BY
subq_11.user, subq_11.ds__day, subq_11.mf_internal_uuid
ORDER BY subq_8.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS ds__day
, FIRST_VALUE(subq_8.metric_time__day) OVER (
PARTITION BY subq_11.user, subq_11.ds__day, subq_11.mf_internal_uuid
ORDER BY subq_8.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS metric_time__day
, FIRST_VALUE(subq_8.user) OVER (
PARTITION BY subq_11.user, subq_11.ds__day, subq_11.mf_internal_uuid
ORDER BY subq_8.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS user
, subq_11.mf_internal_uuid AS mf_internal_uuid
, subq_11.buys AS buys
FROM (
SELECT
{{ render_date_trunc("ds", TimeGranularity.DAY) }} AS ds__day
, {{ render_date_trunc("ds", TimeGranularity.DAY) }} AS metric_time__day
, user_id AS user
, 1 AS visits
FROM {{ source_schema }}.fct_visits v
) subq_8
INNER JOIN (
SELECT
{{ render_date_trunc("ds", TimeGranularity.DAY) }} AS ds__day
, user_id AS user
, 1 AS buys
, GEN_RANDOM_UUID() AS mf_internal_uuid
FROM {{ source_schema }}.fct_buys b
) subq_11
ON subq_8.user = subq_11.user AND subq_8.ds__day <= subq_11.ds__day
AND subq_8.ds__day > {{ render_date_sub("subq_11", "ds__day", 7, TimeGranularity.DAY) }}
) subq_12
LEFT OUTER JOIN {{ source_schema }}.mf_time_spine ts2
ON subq_12.metric_time__day = ts2.ds
GROUP BY ts2.martian_day
) subq_17
ON subq_5.metric_time__martian_day = subq_17.metric_time__martian_day
GROUP BY COALESCE(subq_5.metric_time__martian_day, subq_17.metric_time__martian_day)
) subq_18
---
integration_test:
name: test_conversion_metric_with_custom_granularity_filter
description: Test querying a conversion metric with a custom grain in the filter (also in group by)
model: SIMPLE_MODEL
metrics: ["visit_buy_conversion_rate"]
group_bys: ["metric_time__martian_day"]
where_filter: |
{{ render_time_constraint(render_time_dimension_template('metric_time', 'martian_day'), start_time="2019-12-20") }}
check_query: |
SELECT
metric_time__martian_day
, CAST(buys AS {{ double_data_type_name }}) / CAST(NULLIF(visits, 0) AS {{ double_data_type_name }}) AS visit_buy_conversion_rate
FROM (
SELECT
COALESCE(subq_6.metric_time__martian_day, subq_19.metric_time__martian_day) AS metric_time__martian_day
, MAX(subq_6.visits) AS visits
, MAX(subq_19.buys) AS buys
FROM (
SELECT
metric_time__martian_day
, SUM(visits) AS visits
FROM (
SELECT
subq_1.visits AS visits
, subq_2.martian_day AS metric_time__martian_day
FROM (
SELECT
{{ render_date_trunc("ds", TimeGranularity.DAY) }} AS metric_time__day
, 1 AS visits
FROM {{ source_schema }}.fct_visits v
) subq_1
LEFT OUTER JOIN
{{ source_schema }}.mf_time_spine subq_2
ON
subq_1.metric_time__day = subq_2.ds
) subq_3
WHERE CAST(metric_time__martian_day AS TIMESTAMP) >= CAST('2019-12-20' AS TIMESTAMP)
GROUP BY
metric_time__martian_day
) subq_6
FULL OUTER JOIN (
SELECT
metric_time__martian_day
, SUM(buys) AS buys
FROM (
SELECT DISTINCT
FIRST_VALUE(subq_11.visits) OVER (
PARTITION BY
subq_14.user
, subq_14.ds__day
, subq_14.mf_internal_uuid
ORDER BY subq_11.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS visits
, FIRST_VALUE(subq_11.metric_time__martian_day) OVER (
PARTITION BY
subq_14.user
, subq_14.ds__day
, subq_14.mf_internal_uuid
ORDER BY subq_11.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS metric_time__martian_day
, FIRST_VALUE(subq_11.ds__day) OVER (
PARTITION BY
subq_14.user
, subq_14.ds__day
, subq_14.mf_internal_uuid
ORDER BY subq_11.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS ds__day
, FIRST_VALUE(subq_11.metric_time__day) OVER (
PARTITION BY
subq_14.user
, subq_14.ds__day
, subq_14.mf_internal_uuid
ORDER BY subq_11.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS metric_time__day
, FIRST_VALUE(subq_11.user) OVER (
PARTITION BY
subq_14.user
, subq_14.ds__day
, subq_14.mf_internal_uuid
ORDER BY subq_11.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS user
, subq_14.mf_internal_uuid AS mf_internal_uuid
, subq_14.buys AS buys
FROM (
SELECT
metric_time__martian_day
, ds__day
, metric_time__day
, subq_9.user
, visits
FROM (
SELECT
subq_7.ds__day AS ds__day
, subq_7.ds__day AS metric_time__day
, subq_7.user AS user
, subq_7.visits AS visits
, subq_8.martian_day AS metric_time__martian_day
FROM (
SELECT
1 AS visits
, {{ render_date_trunc("ds", TimeGranularity.DAY) }} AS ds__day
, user_id AS user
FROM {{ source_schema }}.fct_visits v
) subq_7
LEFT OUTER JOIN
{{ source_schema }}.mf_time_spine subq_8
ON
subq_7.ds__day = subq_8.ds
) subq_9
WHERE CAST(metric_time__martian_day AS TIMESTAMP) >= CAST('2019-12-20' AS TIMESTAMP)
) subq_11
INNER JOIN (
SELECT
{{ render_date_trunc("ds", TimeGranularity.DAY) }} AS ds__day
, user_id AS user
, 1 AS buys
, GEN_RANDOM_UUID() AS mf_internal_uuid
FROM {{ source_schema }}.fct_buys b
) subq_14
ON
(
subq_11.user = subq_14.user
) AND (
(subq_11.ds__day <= subq_14.ds__day)
)
) subq_15
GROUP BY
metric_time__martian_day
) subq_19
ON
subq_6.metric_time__martian_day = subq_19.metric_time__martian_day
GROUP BY
COALESCE(subq_6.metric_time__martian_day, subq_19.metric_time__martian_day)
) subq_20
---
integration_test:
name: test_conversion_metric_with_custom_granularity_filter_not_in_group_by
description: Test querying a conversion metric with a custom grain in the filter that's not in the group by
model: SIMPLE_MODEL
metrics: ["visit_buy_conversion_rate"]
where_filter: |
{{ render_time_constraint(render_time_dimension_template('metric_time', 'martian_day'), start_time="2019-12-20") }}
check_query: |
SELECT
CAST(MAX(subq_18.buys) AS {{ double_data_type_name }}) / CAST(NULLIF(MAX(subq_6.visits), 0) AS {{ double_data_type_name }}) AS visit_buy_conversion_rate
FROM (
SELECT
SUM(1) AS visits
FROM {{ source_schema }}.fct_visits v1
LEFT OUTER JOIN {{ source_schema }}.mf_time_spine ts ON {{ render_date_trunc("v1.ds", TimeGranularity.DAY) }} = ts.ds
WHERE CAST(ts.martian_day AS TIMESTAMP) >= CAST('2019-12-20' AS TIMESTAMP)
) subq_6
CROSS JOIN (
SELECT
SUM(buys) AS buys
FROM (
SELECT DISTINCT
FIRST_VALUE(subq_11.visits) OVER (
PARTITION BY
subq_14.user
, subq_14.ds__day
, subq_14.mf_internal_uuid
ORDER BY subq_11.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS visits
, FIRST_VALUE(subq_11.metric_time__martian_day) OVER (
PARTITION BY
subq_14.user
, subq_14.ds__day
, subq_14.mf_internal_uuid
ORDER BY subq_11.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS metric_time__martian_day
, FIRST_VALUE(subq_11.ds__day) OVER (
PARTITION BY
subq_14.user
, subq_14.ds__day
, subq_14.mf_internal_uuid
ORDER BY subq_11.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS ds__day
, FIRST_VALUE(subq_11.metric_time__day) OVER (
PARTITION BY
subq_14.user
, subq_14.ds__day
, subq_14.mf_internal_uuid
ORDER BY subq_11.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS metric_time__day
, FIRST_VALUE(subq_11.user) OVER (
PARTITION BY
subq_14.user
, subq_14.ds__day
, subq_14.mf_internal_uuid
ORDER BY subq_11.ds__day DESC
ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING
) AS user
, subq_14.mf_internal_uuid AS mf_internal_uuid
, subq_14.buys AS buys
FROM (
SELECT
{{ render_date_trunc("v2.ds", TimeGranularity.DAY) }} AS ds__day
, {{ render_date_trunc("v2.ds", TimeGranularity.DAY) }} AS metric_time__day
, v2.user_id AS user
, 1 AS visits
, subq_8.martian_day AS metric_time__martian_day
FROM {{ source_schema }}.fct_visits v2
LEFT OUTER JOIN {{ source_schema }}.mf_time_spine subq_8 ON {{ render_date_trunc("v2.ds", TimeGranularity.DAY) }} = subq_8.ds
WHERE CAST(subq_8.martian_day AS TIMESTAMP) >= CAST('2019-12-20' AS TIMESTAMP)
) subq_11
INNER JOIN (
SELECT
{{ render_date_trunc("ds", TimeGranularity.DAY) }} AS ds__day
, user_id AS user
, 1 AS buys
, GEN_RANDOM_UUID() AS mf_internal_uuid
FROM {{ source_schema }}.fct_buys b
) subq_14
ON subq_11.user = subq_14.user AND subq_11.ds__day <= subq_14.ds__day
) subq_15
) subq_18

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