Initial publish of dbt_f2dq (f2dq) package v0.12.1.
Clean package repo for Gitea installs via packages.yml git URL. Co-authored-by: Cursor <cursoragent@cursor.com>
This commit is contained in:
@@ -0,0 +1,93 @@
|
||||
|
||||
{% macro overview_select_base(type, timestamp_col) %}
|
||||
'{{ type }}' as {{ f2dq.quote_column('type') }},
|
||||
table_name as {{ f2dq.quote_column('table_name') }},
|
||||
column_name as {{ f2dq.quote_column('column_name') }},
|
||||
{{ timestamp_col }} as {{ f2dq.quote_column('computed_on') }},
|
||||
{% endmacro %}
|
||||
|
||||
{% macro generate_overview(start_date, end_date, interval, overview_path=None, monitored_path=None) %}
|
||||
-- depends_on: {{ ref('f2dq_anomalies') }}
|
||||
-- depends_on: {{ ref('f2dq_base_metrics') }}
|
||||
-- depends_on: {{ ref('f2dq_schema_changes') }}
|
||||
-- depends_on: {{ ref('f2dq_columns') }}
|
||||
|
||||
{# time grain is either days or hour #}
|
||||
{% set time_grain, num_str = interval.split(':') %}
|
||||
{% set num = num_str | int %}
|
||||
{% if time_grain == 'hours' %}
|
||||
{% set interval_length_sec = num * 3600 %}
|
||||
{% elif time_grain == 'days'%}
|
||||
{% set interval_length_sec = num * 3600 * 24 %}
|
||||
{% else %}
|
||||
{{ exceptions.raise_compiler_error("Invalid interval. Got: " ~ interval) }}
|
||||
{% endif %}
|
||||
{{ dbt_utils.log_info('[f2dq] interval length in seconds is ' ~ interval_length_sec) }}
|
||||
{% set overview_query %}
|
||||
with schema_changes_casted as (
|
||||
select id, table_name, operation, column_name, data_type, {{ bool_to_string('is_nullable') }}, prev_column_name, prev_data_type, {{ bool_to_string('prev_is_nullable') }}, detected_time
|
||||
from {{ ref('f2dq_schema_changes') }}
|
||||
),
|
||||
columns_casted as (
|
||||
select {{ full_table_name('name', 'schema', 'database') }} as table_name, column_name, data_type, {{ bool_to_string('is_nullable') }}, computed_on
|
||||
from {{ ref('f2dq_columns') }}
|
||||
)
|
||||
|
||||
(
|
||||
select
|
||||
{{ overview_select_base('metric', 'computed_on')}}
|
||||
{{ to_single_json(['metric', 'value', 'time_window_end', 'interval_length_sec']) }} as {{ f2dq.quote_column('data') }}
|
||||
from
|
||||
{{ ref('f2dq_base_metrics') }}
|
||||
where {{ in_date_window('time_window_end', start_date, end_date) }}
|
||||
and interval_length_sec = {{interval_length_sec}}
|
||||
) union all
|
||||
(
|
||||
select
|
||||
{{ overview_select_base('anomaly', 'computed_on')}}
|
||||
{{ to_single_json(['id', 'metric', 'z_score_value', 'last_value', 'last_avg', 'last_stddev', 'time_window_end', 'interval_length_sec']) }} as {{ f2dq.quote_column('data') }}
|
||||
from
|
||||
{{ ref('f2dq_anomalies') }}
|
||||
where {{ in_date_window('time_window_end', start_date, end_date) }}
|
||||
and interval_length_sec = {{interval_length_sec}}
|
||||
) union all
|
||||
(
|
||||
select
|
||||
{{ overview_select_base('schema_change', 'detected_time')}}
|
||||
{{ to_single_json(['id', 'operation', 'data_type', 'is_nullable', 'prev_column_name', 'prev_data_type', 'prev_is_nullable', 'detected_time']) }} as {{ f2dq.quote_column('data') }}
|
||||
from
|
||||
schema_changes_casted
|
||||
where {{ in_date_window('detected_time', start_date, none) }}
|
||||
) union all
|
||||
(
|
||||
select
|
||||
{{ overview_select_base('schema', 'computed_on')}}
|
||||
{{ to_single_json(['data_type', 'is_nullable']) }} as {{ f2dq.quote_column('data') }}
|
||||
from
|
||||
columns_casted
|
||||
)
|
||||
union all
|
||||
(
|
||||
select
|
||||
'alert' as {{ f2dq.quote_column('type') }},
|
||||
model as {{ f2dq.quote_column('table_name') }},
|
||||
null as {{ f2dq.quote_column('column_name') }},
|
||||
time_window_end as {{ f2dq.quote_column('computed_on') }},
|
||||
{{ to_single_json(['type', 'model', 'message', 'value', 'time_window_end']) }} as {{ f2dq.quote_column('data') }}
|
||||
from
|
||||
{{ ref('f2dq_alerts') }}
|
||||
where
|
||||
case
|
||||
when type = 'anomaly' then {{ in_date_window('time_window_end', start_date, end_date) }}
|
||||
else {{ in_date_window('time_window_end', start_date, none) }}
|
||||
end
|
||||
)
|
||||
order by {{ f2dq.quote_column('computed_on')}} desc
|
||||
{% endset %}
|
||||
|
||||
{% set overview_result = run_query(overview_query) %}
|
||||
{% set overview_file_path = overview_path or '../target/f2dq/overview.json' %}
|
||||
{% do overview_result.to_json(overview_file_path) %}
|
||||
{{ save_monitored(monitored_path) }}
|
||||
|
||||
{% endmacro %}
|
||||
Reference in New Issue
Block a user