diff --git a/docs/catalog.json b/docs/catalog.json new file mode 100644 index 00000000..5d6fff28 --- /dev/null +++ b/docs/catalog.json @@ -0,0 +1 @@ +{"metadata": {"dbt_schema_version": "https://schemas.getdbt.com/dbt/catalog/v1.json", "dbt_version": "1.8.7", "generated_at": "2024-10-14T11:15:54.772874Z", "invocation_id": "5d7e6129-25af-4233-82cc-f755bebc2c21", "env": {}}, "nodes": {}, "sources": {}, "errors": null} \ No newline at end of file diff --git a/docs/index.html b/docs/index.html index 65749e44..c580ce91 100644 --- a/docs/index.html +++ b/docs/index.html @@ -1,30 +1,4 @@ - - - - - - - dbt Docs - - - - - - - - - - - - - - - - - -
icons
-
- - +e.exports=function(e){return null!=e&&(n(e)||function(e){return"function"==typeof e.readFloatLE&&"function"==typeof e.slice&&n(e.slice(0,0))}(e)||!!e._isBuffer)}},function(e,t,n){n(8).module("dbt").factory("locationService",["$state",function(e){var t={};return t.parseState=function(e){return function(e){return{selected:{include:e.g_i||"",exclude:e.g_e||""},show_graph:!!e.g_v}}(e)},t.setState=function(t){var n=function(e){var t={g_v:1};return t.g_i=e.include,t.g_e=e.exclude,t}(t),r=e.current.name;e.go(r,n)},t.clearState=function(){var t=e.current.name;e.go(t,{g_i:null,g_e:null,g_v:null})},t}])},function(e,t,n){"use strict";const r=n(8),i=n(202);r.module("dbt").controller("OverviewCtrl",["$scope","$state","project",function(e,t,n){e.overview_md="(loading)",n.ready((function(n){let r=t.params.project_name?t.params.project_name:null;var 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Note that for databricks any single character matches (`_`) will not be properly translated due to databricks using a regex expression instead of a SQL `like` clause.\n\n #### Returns\n\n A list of schemas that match the pattern provided.", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/schema.yml", "arguments": [{"name": "schema_pattern", "type": "string", "description": "The pattern for the schema(s) you wish to find. For all non-databricks should be of the usual SQL `like` form. `%` will be automatically translated for databricks, but other special characters may not be"}], "created_at": 1728904554.5668733, "supported_languages": null}, "macro.snowplow_utils.default__get_schemas_by_pattern": {"name": "default__get_schemas_by_pattern", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/get_schemas_by_pattern.sql", "original_file_path": "macros/utils/get_schemas_by_pattern.sql", "unique_id": "macro.snowplow_utils.default__get_schemas_by_pattern", "macro_sql": "{% macro default__get_schemas_by_pattern(schema_pattern) %}\n\n {% set get_tables_sql = dbt_utils.get_tables_by_pattern_sql(schema_pattern, table_pattern='%') %}\n {% set results = [] if get_tables_sql.isspace() else run_query(get_tables_sql) %}\n {% set schemas = results|map(attribute='table_schema')|unique|list %}\n {{ return(schemas) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.get_tables_by_pattern_sql", "macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.8807263, "supported_languages": null}, "macro.snowplow_utils.spark__get_schemas_by_pattern": {"name": "spark__get_schemas_by_pattern", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/get_schemas_by_pattern.sql", "original_file_path": "macros/utils/get_schemas_by_pattern.sql", "unique_id": "macro.snowplow_utils.spark__get_schemas_by_pattern", "macro_sql": "{% macro spark__get_schemas_by_pattern(schema_pattern) %}\n {# \n Databricks/Spark uses a regex on SHOW SCHEMAS and doesn't have an information schema in hive_metastore.\n Replace '%' with '*' for Spark's pattern matching.\n #}\n {%- set adjusted_schema_pattern = schema_pattern | replace(\"%\", \"*\") -%}\n\n {# Construct the SHOW SCHEMAS LIKE query #}\n {%- set get_schemas_sql = \"SHOW SCHEMAS LIKE '\" ~ adjusted_schema_pattern ~ \"'\" -%}\n\n {# Execute the query and fetch results #}\n {% set results = run_query(get_schemas_sql) %}\n\n {# Extract schema names from the results #}\n {% set schemas = results.columns[0].values() | unique | list %}\n\n {{ return(schemas) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.881703, "supported_languages": null}, "macro.snowplow_utils.log_message": {"name": "log_message", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/log_message.sql", "original_file_path": "macros/utils/log_message.sql", "unique_id": "macro.snowplow_utils.log_message", "macro_sql": "{% macro log_message(message, is_printed=var('snowplow__has_log_enabled', true)) %}\n {{ log(dbt_utils.pretty_log_format(message), info=is_printed) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.pretty_log_format"]}, "description": "A wrapper macro for the `dbt_utils.pretty_log_format` using the `snowplow__has_log_enabled` to determine if the log is also printed to the stdout.", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/schema.yml", "arguments": [{"name": "message", "type": "string", "description": "The string message to print."}, {"name": "is_printed", "type": "boolean", "description": "Boolean value to determine if the log is also printed to the stdout"}], "created_at": 1728904554.5731065, "supported_languages": null}, "macro.snowplow_utils.allow_refresh": {"name": "allow_refresh", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/allow_refresh.sql", "original_file_path": "macros/utils/allow_refresh.sql", "unique_id": "macro.snowplow_utils.allow_refresh", "macro_sql": "{% macro allow_refresh() %}\n {{ return(adapter.dispatch('allow_refresh', 'snowplow_utils')()) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__allow_refresh"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.8829591, "supported_languages": null}, "macro.snowplow_utils.default__allow_refresh": {"name": "default__allow_refresh", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/allow_refresh.sql", "original_file_path": "macros/utils/allow_refresh.sql", "unique_id": "macro.snowplow_utils.default__allow_refresh", "macro_sql": "{% macro default__allow_refresh() %}\n\n {% set allow_refresh = snowplow_utils.get_value_by_target(\n dev_value=none,\n default_value=var('snowplow__allow_refresh'),\n dev_target_name=var('snowplow__dev_target_name')\n ) %}\n\n {{ return(allow_refresh) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.get_value_by_target"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.8835382, "supported_languages": null}, "macro.snowplow_utils.get_partition_by": {"name": "get_partition_by", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/get_partition_by.sql", "original_file_path": "macros/utils/get_partition_by.sql", "unique_id": "macro.snowplow_utils.get_partition_by", "macro_sql": "\n{%- macro get_partition_by(bigquery_partition_by=none, databricks_partition_by=none) -%}\n\n {%- do exceptions.warn(\"Warning: the `get_partition_by` macro is deprecated and will be removed in a future version of the package, please use `get_value_by_target_type` instead.\") -%}\n\n {% if target.type == 'bigquery' %}\n {{ return(bigquery_partition_by) }}\n {% elif target.type in ['databricks', 'spark'] %}\n {{ return(databricks_partition_by) }}\n {% endif %}\n\n{%- endmacro -%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.8845627, "supported_languages": null}, "macro.snowplow_utils.get_value_by_target": {"name": "get_value_by_target", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/get_value_by_target.sql", "original_file_path": "macros/utils/get_value_by_target.sql", "unique_id": "macro.snowplow_utils.get_value_by_target", "macro_sql": "{% macro get_value_by_target(dev_value, default_value, dev_target_name='dev') %}\n\n {% if target.name == dev_target_name %}\n {% set value = dev_value %}\n {% else %}\n {% set value = default_value %}\n {% endif %}\n\n {{ return(value) }}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "This macro is designed to dynamically return values based on the target (`target.name`) you are running against. Your target names are defined in your [profiles.yml](https://docs.getdbt.com/reference/profiles.yml) file. This can be useful for dynamically changing variables within your project, depending on whether you are running in dev or prod.\n\n#### Returns\n\nThe value relevant to the target environment\n\n#### Usage\n\n```yml\n\n# dbt_project.yml\n...\nvars:\nsnowplow_web:\n snowplow__backfill_limit_days: \"{{ snowplow_utils.get_value_by_target(dev_value=1, default_value=30, dev_target_name='dev') }}\"\n\n```", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/schema.yml", "arguments": [{"name": "dev_value", "type": null, "description": "Value to use if target is development"}, {"name": "default_value", "type": null, "description": "Value to use if target is not development"}, {"name": "dev_target_name", "type": "string", "description": "(Optional) Name of the development target. Default `dev`"}], "created_at": 1728904554.5708258, "supported_languages": null}, "macro.snowplow_utils.n_timedeltas_ago": {"name": "n_timedeltas_ago", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/n_timedeltas_ago.sql", "original_file_path": "macros/utils/n_timedeltas_ago.sql", "unique_id": "macro.snowplow_utils.n_timedeltas_ago", "macro_sql": "{% macro n_timedeltas_ago(n, timedelta_attribute) %}\n\n {% set arg_dict = {timedelta_attribute: n} %}\n {% set now = modules.datetime.datetime.now() %}\n {% set n_timedeltas_ago = (now - modules.datetime.timedelta(**arg_dict)) %}\n\n {{ return(n_timedeltas_ago) }}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "This macro takes the current timestamp and subtracts `n` units, as defined by the `timedelta_attribute`, from it. This is achieved using the Python datetime module, rather than querying your database. By combining this with the `get_value_by_target` macro, you can dynamically set dates depending on your environment.\n\n#### Returns\n\nCurrent timestamp minus `n` units.\n\n#### Usage\n\n```sql\n\n{{ snowplow_utils.n_timedeltas_ago(1, 'weeks') }}\n\n```", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/schema.yml", "arguments": [{"name": "n", "type": "integer", "description": "The number of timedeltas to subtract from the current timestamp"}, {"name": "timedelta_attribute", "type": "string", "description": "The type of units to subtract. This can be any valid attribute of the [timedelta](https://docs.python.org/3/library/datetime.html#timedelta-objects) object"}], "created_at": 1728904554.579162, "supported_languages": null}, "macro.snowplow_utils.snowplow_delete_from_manifest": {"name": "snowplow_delete_from_manifest", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/snowplow_delete_from_manifest.sql", "original_file_path": "macros/utils/snowplow_delete_from_manifest.sql", "unique_id": "macro.snowplow_utils.snowplow_delete_from_manifest", "macro_sql": "{% macro snowplow_delete_from_manifest(models, incremental_manifest_table) %}\n\n {# Ensure models is a list #}\n {%- if models is string -%}\n {%- set models = [models] -%}\n {%- endif -%}\n\n {# No models to delete or not in execute mode #}\n {% if not models|length or not execute %}\n {{ return('') }}\n {% endif %}\n\n {# Get the manifest table to ensure it exits #}\n {%- set incremental_manifest_table_exists = adapter.get_relation(incremental_manifest_table.database,\n incremental_manifest_table.schema,\n incremental_manifest_table.name) -%}\n\n {%- if not incremental_manifest_table_exists -%}\n {{return(dbt_utils.log_info(\"Snowplow: \"+incremental_manifest_table|string+\" does not exist\"))}}\n {%- endif -%}\n\n {# Get all models in the manifest and compare to list of models to delete #}\n {%- set models_in_manifest = dbt_utils.get_column_values(table=incremental_manifest_table, column='model') -%}\n {%- set unmatched_models, matched_models = [], [] -%}\n\n {%- for model in models -%}\n\n {%- if model in models_in_manifest -%}\n {%- do matched_models.append(model) -%}\n {%- else -%}\n {%- do unmatched_models.append(model) -%}\n {%- endif -%}\n\n {%- endfor -%}\n\n {%- if not matched_models|length -%}\n {{return(dbt_utils.log_info(\"Snowplow: None of the supplied models exist in the manifest\"))}}\n {%- endif -%}\n\n {% set delete_statement %}\n {%- if target.type in ['databricks'] -%}\n DELETE FROM {{ incremental_manifest_table }}\n WHERE model IN ({{ snowplow_utils.print_list(matched_models) }});\n {%- elif target.type in ['spark'] -%}\n DELETE FROM {{ incremental_manifest_table }}\n WHERE model IN ({{ snowplow_utils.print_list(matched_models) }});\n {%- else -%}\n -- We don't need transaction but Redshift needs commit statement while BQ does not. By using transaction we cover both.\n BEGIN;\n DELETE FROM {{ incremental_manifest_table }} \n WHERE model IN ({{ snowplow_utils.print_list(matched_models) }});\n COMMIT;\n {%- endif -%}\n\n {% endset %}\n {%- do adapter.execute(delete_statement) -%}\n\n {%- if matched_models|length -%}\n {% do snowplow_utils.log_message(\"Snowplow: Deleted models \"+snowplow_utils.print_list(matched_models)+\" from the manifest\") %}\n {%- endif -%}\n\n {%- if unmatched_models|length -%}\n {% do snowplow_utils.log_message(\"Snowplow: Models \"+snowplow_utils.print_list(unmatched_models)+\" do not exist in the manifest\") %}\n {%- endif -%}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.log_info", "macro.dbt_utils.get_column_values", "macro.snowplow_utils.print_list", "macro.snowplow_utils.log_message"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.8916018, "supported_languages": null}, "macro.snowplow_utils.snowplow_web_delete_from_manifest": {"name": "snowplow_web_delete_from_manifest", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/snowplow_delete_from_manifest.sql", "original_file_path": "macros/utils/snowplow_delete_from_manifest.sql", "unique_id": "macro.snowplow_utils.snowplow_web_delete_from_manifest", "macro_sql": "{% macro snowplow_web_delete_from_manifest(models) %}\n\n {{ snowplow_utils.snowplow_delete_from_manifest(models, ref('snowplow_web_incremental_manifest')) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.snowplow_delete_from_manifest"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.8919775, "supported_languages": null}, "macro.snowplow_utils.snowplow_mobile_delete_from_manifest": {"name": "snowplow_mobile_delete_from_manifest", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/snowplow_delete_from_manifest.sql", "original_file_path": "macros/utils/snowplow_delete_from_manifest.sql", "unique_id": "macro.snowplow_utils.snowplow_mobile_delete_from_manifest", "macro_sql": "{% macro snowplow_mobile_delete_from_manifest(models) %}\n\n {{ snowplow_utils.snowplow_delete_from_manifest(models, ref('snowplow_mobile_incremental_manifest')) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.snowplow_delete_from_manifest"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.8923116, "supported_languages": null}, "macro.snowplow_utils.snowplow_base_delete_from_manifest": {"name": "snowplow_base_delete_from_manifest", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/snowplow_delete_from_manifest.sql", "original_file_path": "macros/utils/snowplow_delete_from_manifest.sql", "unique_id": "macro.snowplow_utils.snowplow_base_delete_from_manifest", "macro_sql": "{% macro snowplow_base_delete_from_manifest(models, incremental_manifest='snowplow_incremental_manifest') %}\n\n {{ snowplow_utils.snowplow_delete_from_manifest(models, ref(incremental_manifest)) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.snowplow_delete_from_manifest"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.8927054, "supported_languages": null}, "macro.snowplow_utils.app_id_filter": {"name": "app_id_filter", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/app_id_filter.sql", "original_file_path": "macros/utils/app_id_filter.sql", "unique_id": "macro.snowplow_utils.app_id_filter", "macro_sql": "{% macro app_id_filter(app_ids) %}\n {%- if app_ids|length -%}\n ( \n 1=0\n {%- if app_ids|select(\"defined\")|list|length %}\n or app_id in ('{{ app_ids|select(\"defined\")|join(\"','\") }}') --filter on app_id if provided\n {%- endif %}\n {%- if app_ids|select(\"undefined\")|list|length %}\n or app_id is null\n {% endif %}\n )\n {%- else -%}\n (1=1)\n {%- endif -%}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "Generates a `sql` filter for the values in `app_ids` applied on the `app_id` column.\n\n#### Returns\n\n`app_id in (...)` if any `app_ids` are provided, otherwise `true`.\n\n#### Usage\n\n```sql\napp_id_filter(['web', 'mobile', 'news'])\n\n-- returns\napp_id in ('web', 'mobile', 'news')\n```", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/schema.yml", "arguments": [{"name": "app_ids", "type": "list", "description": "List of app_ids to filter to include"}], "created_at": 1728904554.5643756, "supported_languages": null}, "macro.snowplow_utils.parse_agg_dict": {"name": "parse_agg_dict", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/parse_agg_dict.sql", "original_file_path": "macros/utils/parse_agg_dict.sql", "unique_id": "macro.snowplow_utils.parse_agg_dict", "macro_sql": "{% macro parse_agg_dict(agg_dict) %}\n {{ return(adapter.dispatch('parse_agg_dict', 'snowplow_utils')(agg_dict)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__parse_agg_dict"]}, "description": "This macro allows you to provide aggregations in a consistent and restricted way to avoid having to write the sql yourself. This is mostly for use within other packages to allow aggregations but not allow the user to add arbitrary SQL.\n\n#### Returns\n\nSQL snippet for the specified aggregation, aliased.\n\n#### Usage\n\nExtracting a single field\n```sql\n\nselect\n{{ snowplow_utils.parse_agg_dict({'type': 'countd', 'field': 'event_name', 'alias': 'distinct_event_types'})}}\nfrom \n my_events_table a\n\n```", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/schema.yml", "arguments": [{"name": "agg_dict", "type": "dict", "description": "The dictonary to parse, with keys `type`, `field`, and `alias`"}], "created_at": 1728904554.583121, "supported_languages": null}, "macro.snowplow_utils.default__parse_agg_dict": {"name": "default__parse_agg_dict", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/parse_agg_dict.sql", "original_file_path": "macros/utils/parse_agg_dict.sql", "unique_id": "macro.snowplow_utils.default__parse_agg_dict", "macro_sql": "{% macro default__parse_agg_dict(agg_dict) %}\n {% set agg_type = agg_dict.get('type') %}\n {% set agg_field = agg_dict.get('field') %}\n {% set agg_alias = agg_dict.get('alias') %}\n\n {% if agg_type not in ['sum', 'avg', 'min', 'max', 'count', 'countd'] or not agg_type %}\n {{ exceptions.raise_compiler_error(\n \"Snowplow Error: Unexpected aggregation provided, must be one of sum, avg, min, max, count, countd (count distinct), not \"~agg_type~\".\"\n ) }}\n {% endif %}\n {% if not agg_alias %}\n {{ exceptions.raise_compiler_error(\n \"Snowplow Error: Alias must be provided for all aggregations.\"\n ) }}\n {% endif %}\n {% if agg_type == 'countd' %}\n count(distinct {{ agg_field }}) as {{ agg_alias }}\n {% else %}\n {{ agg_type }}({{ agg_field }}) as {{ agg_alias }}\n {% endif %}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.896282, "supported_languages": null}, "macro.snowplow_utils.print_list": {"name": "print_list", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/print_list.sql", "original_file_path": "macros/utils/print_list.sql", "unique_id": "macro.snowplow_utils.print_list", "macro_sql": "{% macro print_list(list, separator = ',') %}\n\n {%- for item in list %} '{{item}}' {%- if not loop.last %}{{separator}}{% endif %} {% endfor -%}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "Prints an array as a `seperator` separated quoted list.\n\n#### Returns\n\nSeparated output of items in the list, quoted.", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/schema.yml", "arguments": [{"name": "list", "type": "array", "description": "Array object to print the (quoted) items of"}, {"name": "separator", "type": "string", "description": "The character(s) to separate the items by, default `,`"}], "created_at": 1728904554.5748389, "supported_languages": null}, "macro.snowplow_utils.get_value_by_target_type": {"name": "get_value_by_target_type", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/get_value_by_target_type.sql", "original_file_path": "macros/utils/get_value_by_target_type.sql", "unique_id": "macro.snowplow_utils.get_value_by_target_type", "macro_sql": "\n{%- macro get_value_by_target_type(bigquery_val=none, snowflake_val=none, redshift_val=none, postgres_val=none, databricks_val=none, spark_val=none) -%}\n\n {% if target.type == 'bigquery' %}\n {{ return(bigquery_val) }}\n {% elif target.type == 'snowflake' %}\n {{ return(snowflake_val) }}\n {% elif target.type == 'redshift' %}\n {{ return(redshift_val) }}\n {% elif target.type == 'postgres' %}\n {{ return(postgres_val) }}\n {% elif target.type in ['databricks'] %}\n {{ return(databricks_val) }}\n {% elif target.type in ['spark'] %}\n {{ return(spark_val) }}\n {% else %}\n {{ exceptions.raise_compiler_error(\"Snowplow: Unexpected target type \"~target.type) }}\n {% endif %}\n\n{%- endmacro -%}", "depends_on": {"macros": []}, "description": "Returns the value provided based on the `target.type`. This is useful when you need a different value based on which warehouse is being used e.g. cluster fields or partition keys.\n\n#### Returns\n\nThe appropriate value for the target warehouse type, or an error if not an expected target type.", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/schema.yml", "arguments": [{"name": "bigquery_val", "type": "string", "description": "(Optional) Value to return if the `target.type` is bigquery. Default None"}, {"name": "snowflake_val", "type": "string", "description": "(Optional) Value to return if the `target.type` is snowflake. Default None"}, {"name": "redshift_val", "type": "string", "description": "(Optional) Value to return if the `target.type` is redshift. Default None"}, {"name": "postgres_val", "type": "string", "description": "(Optional) Value to return if the `target.type` is postgres. Default None"}, {"name": "databricks_val", "type": "string", "description": "(Optional) Value to return if the `target.type` is databricks. Default None"}], "created_at": 1728904554.569334, "supported_languages": null}, "macro.snowplow_utils.tstamp_to_str": {"name": "tstamp_to_str", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/tstamp_to_str.sql", "original_file_path": "macros/utils/tstamp_to_str.sql", "unique_id": "macro.snowplow_utils.tstamp_to_str", "macro_sql": "{% macro tstamp_to_str(tstamp) -%}\n '{{ tstamp.strftime(\"%Y-%m-%d %H:%M:%S\") }}'\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9006863, "supported_languages": null}, "macro.snowplow_utils.get_columns_in_relation_by_column_prefix": {"name": "get_columns_in_relation_by_column_prefix", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/get_columns_in_relation_by_column_prefix.sql", "original_file_path": "macros/utils/get_columns_in_relation_by_column_prefix.sql", "unique_id": "macro.snowplow_utils.get_columns_in_relation_by_column_prefix", "macro_sql": "{% macro get_columns_in_relation_by_column_prefix(relation, column_prefix) %}\n\n {# Prevent introspective queries during parsing #}\n {%- if not execute -%}\n {{ return('') }}\n {% endif %}\n\n {%- set columns = adapter.get_columns_in_relation(relation) -%}\n\n {# get_columns_in_relation returns uppercase cols for snowflake so uppercase column_prefix #}\n {%- set column_prefix = column_prefix.upper() if target.type == 'snowflake' else column_prefix -%}\n\n {%- set matched_columns = [] -%}\n\n {# add columns with matching prefix to matched_columns #}\n {% for column in columns %}\n {% if column.name.startswith(column_prefix) %}\n {% do matched_columns.append(column) %}\n {% endif %}\n {% endfor %}\n\n {% if matched_columns|length %}\n {{ return(matched_columns) }}\n {% else %}\n {{ exceptions.raise_compiler_error(\"Snowplow: No columns found with prefix \"~column_prefix) }}\n {% endif %}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "This macro returns an array of column objects within a relation that start with the given column prefix. This is useful when you have multiple versions of a column within a table and want to dynamically identify all versions.\n\n#### Returns\n\nAn array of (column objects)[https://docs.getdbt.com/reference/dbt-classes#column]. The name of each column can be accessed with the name property.\n\n#### Usage\n\n```sql\nget_columns_in_relation_by_column_prefix(ref('snowplow_web_base_events_this_run'), 'domain')\n\n-- returns\n['domain_sessionid', 'domain_userid', 'domain_sessionidx',...]\n\n{% set matched_columns = snowplow_utils.get_columns_in_relation_by_column_prefix(\n relation=ref('snowplow_web_base_events_this_run'),\n column_prefix='custom_context_1_0_'\n ) %}\n\n{% for column in matched_columns %}\n{{ column.name }}\n{% endfor %}\n\n# Renders to something like:\n'custom_context_1_0_1'\n'custom_context_1_0_2'\n'custom_context_1_0_3'\n\n```", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/schema.yml", "arguments": [{"name": "relation", "type": "relation", "description": "A table or `ref` type object to get the columns from"}, {"name": "column_prefix", "type": "string", "description": "The prefix string to search for matching columns"}], "created_at": 1728904554.566014, "supported_languages": null}, "macro.snowplow_utils.is_run_with_new_events": {"name": "is_run_with_new_events", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/is_run_with_new_events.sql", "original_file_path": "macros/utils/is_run_with_new_events.sql", "unique_id": "macro.snowplow_utils.is_run_with_new_events", "macro_sql": "{% macro is_run_with_new_events(package_name, new_event_limits_table=none, incremental_manifest_table=none, base_sessions_lifecycle_table=none) %}\n\n {%- if new_event_limits_table -%}\n {%- set new_event_limits_relation = ref(new_event_limits_table) -%}\n {%- else -%}\n {%- set new_event_limits_relation = snowplow_utils.get_new_event_limits_table_relation(package_name) -%}\n {%- endif -%}\n\n {%- if incremental_manifest_table -%}\n {%- set incremental_manifest_relation = ref(incremental_manifest_table) -%}\n {%- else-%}\n {%- set incremental_manifest_relation = snowplow_utils.get_incremental_manifest_table_relation(package_name) -%}\n {%- endif -%}\n\n {% if is_incremental() %}\n\n {%- set node_identifier = this.identifier -%}\n {%- if base_sessions_lifecycle_relation -%}\n {%- set base_sessions_lifecycle_identifier = ref(base_sessions_lifecycle_relation) -%}\n {%- else -%}\n {%- set base_sessions_lifecycle_identifier = package_name+'_base_sessions_lifecycle_manifest' -%}\n {%- endif -%}\n\n {# base_sessions_lifecycle not included in manifest so query directly. Otherwise use the manifest for performance #}\n {%- if node_identifier == base_sessions_lifecycle_identifier -%}\n {#Technically should be max(end_tstsamp) but table is partitioned on start_tstamp so cheaper to use.\n Worst case we update the manifest during a backfill when we dont need to, which should be v rare. #}\n {% set has_been_processed_query %}\n select\n case when\n (select upper_limit from {{ new_event_limits_relation }}) <= (select max(start_tstamp) from {{this}})\n then false\n else true end\n {% endset %}\n\n {%- else -%}\n\n {% set has_been_processed_query %}\n select\n case when\n (select upper_limit from {{ new_event_limits_relation }})\n <= (select last_success from {{ incremental_manifest_relation }} where model = '{{node_identifier}}')\n then false\n else true end\n {% endset %}\n\n {%- endif -%}\n\n {% set results = run_query(has_been_processed_query) %}\n\n {% if execute %}\n {% set has_new_events = results.columns[0].values()[0] | as_bool() %}\n {# Snowflake: dbt 0.18 returns bools as ints. Ints are not accepted as predicates in Snowflake. Cast to be safe. #}\n {% set has_new_events = 'cast('~has_new_events~' as boolean)' %}\n {% endif %}\n\n {% else %}\n\n {% set has_new_events = true %}\n\n {% endif %}\n\n {{ return(has_new_events) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.get_new_event_limits_table_relation", "macro.snowplow_utils.get_incremental_manifest_table_relation", "macro.dbt.is_incremental", "macro.dbt.run_query"]}, "description": "This macro is designed for use with Snowplow data modelling packages like `snowplow-web`. It can be used in any incremental models, to effectively block the incremental model from being updated with old data which it has already consumed. This saves cost as well as preventing historical data from being overwritten with partially complete data (due to a batch back-fill for instance).\n\nThe macro utilizes the `snowplow_[platform]_incremental_manifest` table to determine whether the model from which the macro is called, i.e. `{{ this }}`, has already consumed the data in the given run. If it has, it returns `false`. If the data in the run contains new data, `true` is returned.\n\nFor the sessions lifecycle identifier it does not use the manifest as this table is not included in it.\n\n#### Returns\n\n`true` if the run contains new events previously not consumed by `this`, `false` otherwise.\n\n#### Usage\n\n```sql\n\n{{\nconfig(\n materialized='incremental',\n unique_key='screen_view_id',\n upsert_date_key='start_tstamp'\n)\n}}\n\nselect\n...\n\nfrom {{ ref('snowplow_mobile_base_events_this_run' ) }}\nwhere {{ snowplow_utils.is_run_with_new_events('snowplow_mobile') }} --returns false if run doesn't contain new events.\n\n```", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/schema.yml", "arguments": [{"name": "package_name", "type": "string", "description": "The modeling package name e.g. `snowplow-mobile`"}], "created_at": 1728904554.5716496, "supported_languages": null}, "macro.snowplow_utils.get_sde_or_context": {"name": "get_sde_or_context", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/get_sde_or_context.sql", "original_file_path": "macros/utils/get_sde_or_context.sql", "unique_id": "macro.snowplow_utils.get_sde_or_context", "macro_sql": "{% macro get_sde_or_context(schema, identifier, lower_limit, upper_limit, prefix = none, single_entity = true, database = target.database) %}\n {{ return(adapter.dispatch('get_sde_or_context', 'snowplow_utils')(schema, identifier, lower_limit, upper_limit, prefix, single_entity, database)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__get_sde_or_context"]}, "description": "This macro exists for Redshift and Postgres users to more easily select their self-describing event and context tables and apply de-duplication before joining onto their (already de-duplicated) events table. The `root_id` and `root_tstamp` columns are by default returned as `schema_name_id` and `schema_name_tstamp` respectively, where `schema_name` is the value in the `schema_name` column of the table. In the case where multiple entities may be sent in the context (e.g. products in a search results), you should set the `single_entity` argument to `false` and use an additional criteria in your join (see [the snowplow docs](https://docs.snowplow.io/docs/modeling-your-data/modeling-your-data-with-dbt/dbt-advanced-usage/dbt-duplicates/) for further details).\n\nNote that is the responsibility of the user to ensure they have no duplicate names when using this macro multiple times or when a schema column name matches on already in the events table. In this case the `prefix` argument should be used and aliasing applied to the output.\n\n#### Returns\n\nCTE sql for deduplicating records from the schema table, without the schema details columns. The final CTE is the name of the original table.\n\n#### Usage\n\nWith at most one entity per context:\n```sql\nwith {{ snowplow_utils.get_sde_or_context('atomic', 'nl_basjes_yauaa_context_1', \"'2023-01-01'\", \"'2023-02-01'\")}}\n\nselect\n...\nfrom my_events_table a\nleft join nl_basjes_yauaa_context_1 b on \n a.event_id = b.yauaa_context__id \n and a.collector_tstamp = b.yauaa_context__tstamp\n```\nWith the possibility of multiple entities per context, your events table must already be de-duped but still have a field with the number of duplicates:\n```sql\nwith {{ snowplow_utils.get_sde_or_context('atomic', 'nl_basjes_yauaa_context_1', \"'2023-01-01'\", \"'2023-02-01'\", single_entity = false)}}\n\nselect\n...,\ncount(*) over (partition by a.event_id) as duplicate_count\nfrom my_events_table a\nleft join nl_basjes_yauaa_context_1 b on \n a.event_id = b.yauaa_context__id \n and a.collector_tstamp = b.yauaa_context__tstamp\n and mod(b.yauaa_context__index, a.duplicate_count) = 0\n```", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/schema.yml", "arguments": [{"name": "schema", "type": "string", "description": "The schema your context or sde table is in"}, {"name": "identifier", "type": "string", "description": "The table name of your context or sde"}, {"name": "lower_limit", "type": "string", "description": "Lower limit to filter the `root_tstamp` field on, only used if both lower and upper are provided"}, {"name": "upper_limit", "type": "string", "description": "Upper limit to filter the `root_tstamp` field on, only used if both lower and upper are provided"}, {"name": "prefix", "type": "string", "description": "A string to prefix (additional `_` added automatically) the column names with. If not provided `root_id` and `root_tstamp` will be prefixed with the schema name."}, {"name": "single_entity", "type": "boolean", "description": "Whether the entity is a single context or not (default true)"}, {"name": "database", "type": "string", "description": "The database for the context or sde table (default `target.database`)"}], "created_at": 1728904554.5820339, "supported_languages": null}, "macro.snowplow_utils.default__get_sde_or_context": {"name": "default__get_sde_or_context", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/get_sde_or_context.sql", "original_file_path": "macros/utils/get_sde_or_context.sql", "unique_id": "macro.snowplow_utils.default__get_sde_or_context", "macro_sql": "{% macro default__get_sde_or_context(schema, identifier, lower_limit, upper_limit, prefix = none, single_entity = true, database = target.database) %}\n {% if execute %}\n {% do exceptions.raise_compiler_error('Macro get_sde_or_context is only for Postgres or Redshift, it is not supported for' ~ target.type) %}\n {% endif %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9096227, "supported_languages": null}, "macro.snowplow_utils.postgres__get_sde_or_context": {"name": "postgres__get_sde_or_context", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/get_sde_or_context.sql", "original_file_path": "macros/utils/get_sde_or_context.sql", "unique_id": "macro.snowplow_utils.postgres__get_sde_or_context", "macro_sql": "{% macro postgres__get_sde_or_context(schema, identifier, lower_limit, upper_limit, prefix = none, single_entity = true, database = target.database) %}\n {# Create a relation from the inputs then get all columns in that context/sde table #}\n {% set relation = api.Relation.create(database = database, schema = schema, identifier = identifier) %}\n {# Get the schema name to be able to alias the timestamp and id #}\n {% set schema_get_query %}\n select schema_name from {{ relation }}\n limit 1\n {% endset %}\n {%- set schema_name = dbt_utils.get_single_value(schema_get_query) -%}\n {# Get the columns to loop over #}\n {%- set columns = adapter.get_columns_in_relation(relation) -%}\n\n {% set sql %}\n {{'dd_' ~ identifier }} as (\n select\n {# Get all columns that aren't related to the schema itself #}\n {%- for col in columns -%}\n {%- if col.name not in ['schema_vendor', 'schema_name', 'schema_format', 'schema_version', 'ref_root', 'ref_tree', 'ref_parent'] %}\n {{ col.quoted }},\n {%- endif -%}\n {% endfor %}\n {% if single_entity %}\n row_number() over (partition by root_id order by root_tstamp) as dedupe_index -- keep the first event for that root_id\n {% else %}\n row_number() over (partition by {% for item in columns | map(attribute='quoted') %}{{item}}{%- if not loop.last %},{% endif %}{% endfor -%} ) as dedupe_index -- get the index across all columns for the entity\n {% endif %}\n from\n {{ relation }}\n {% if upper_limit and lower_limit -%}\n where\n root_tstamp >= {{ lower_limit }}\n and root_tstamp <= {{ upper_limit }}\n {% endif %}\n ),\n\n {{identifier}} as (\n select\n {%- for col in columns -%}\n {%- if col.name | lower not in ['schema_vendor', 'schema_name', 'schema_format', 'schema_version', 'ref_root', 'ref_tree', 'ref_parent', 'root_tstamp', 'root_id'] %}\n {{ col.quoted }}{% if prefix %} as {{ adapter.quote(prefix ~ '_' ~ col.name) }}{% endif -%},\n {%- endif -%}\n {% endfor -%}\n {# Rename columns that we know exist in every schema based table #}\n {% if not single_entity %}\n dedupe_index as {% if prefix %}{{ adapter.quote(prefix ~ '__index') }}{% else %}{{ adapter.quote(schema_name ~ '__index') }}{% endif %}, -- keep track of this for the join\n {% endif %}\n root_tstamp as {% if prefix %}{{ adapter.quote(prefix ~ '__tstamp') }}{% else %}{{ adapter.quote(schema_name ~ '__tstamp') }}{% endif %},\n root_id as {% if prefix %}{{ adapter.quote(prefix ~ '__id') }}{% else %}{{ adapter.quote(schema_name ~ '__id') }}{% endif %}\n from\n {{'dd_' ~ identifier }}\n {% if single_entity %}\n where\n dedupe_index = 1\n {% endif %}\n )\n\n {% endset %}\n {{ return(sql) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.get_single_value"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.914171, "supported_languages": null}, "macro.snowplow_utils.return_limits_from_model": {"name": "return_limits_from_model", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/return_limits_from_model.sql", "original_file_path": "macros/utils/return_limits_from_model.sql", "unique_id": "macro.snowplow_utils.return_limits_from_model", "macro_sql": "{% macro return_limits_from_model(model, lower_limit_col, upper_limit_col, lower_output=False) -%} \n\n {# In case of not execute just return empty strings to avoid hitting database #}\n {% if not execute %}\n {{ return(['','']) }}\n {% endif %}\n\n {% set target_relation = adapter.get_relation(\n database=model.database,\n schema=model.schema,\n identifier=model.name) %}\n\n {% if target_relation is not none %}\n\n {% set limit_query %}\n select\n min({{lower_limit_col}}) as lower_limit,\n max({{upper_limit_col}}) as upper_limit\n from {{ model }}\n {% endset %}\n\n {% set results = run_query(limit_query) %}\n\n {% if execute %}\n\n {# If there is no data within the limits, we should warn them otherwise they may be stuck here forever#}\n {%- if results.columns[0].values()[0] is none or results.columns[1].values()[0] is none -%}\n {# Currently warnings do not actually do anything other than text in logs, this makes it more visible https://github.com/dbt-labs/dbt-core/issues/6721 #}\n {{ snowplow_utils.log_message(\"Snowplow Warning: *************\") }}\n {% do exceptions.warn(\"Snowplow Warning: No data in \"~this~\" for date range from variables, please modify your run variables to include data if this is not expected.\") %}\n {{ snowplow_utils.log_message(\"Snowplow Warning: *************\") }}\n {% if lower_output %}\n {% set lower_limit = snowplow_utils.cast_to_tstamp('0000-01-01 00:00:00') %}\n {% set upper_limit = snowplow_utils.cast_to_tstamp('0000-01-02 00:00:00') %}\n {%- else -%}\n {# Default behaviour for incrementalization. This allows for bigquery to still run the same way the other warehouses do, but also ensures no data is processed #}\n {% set lower_limit = snowplow_utils.cast_to_tstamp('9999-01-01 00:00:00') %}\n {% set upper_limit = snowplow_utils.cast_to_tstamp('9999-01-02 00:00:00') %}\n {% endif %}\n {%- else -%}\n {% set lower_limit = snowplow_utils.cast_to_tstamp(results.columns[0].values()[0]) %}\n {% set upper_limit = snowplow_utils.cast_to_tstamp(results.columns[1].values()[0]) %}\n {%- endif -%}\n\n {{ return([lower_limit, upper_limit]) }}\n\n {% endif %}\n\n {% else %}\n\n {% do exceptions.warn(\"Snowplow Warning: \" ~ model ~ \" does not exist. This is expected if you are compiling a fresh installation of the dbt-snowplow-* packages.\") %}\n {% set dummy_limit = snowplow_utils.cast_to_tstamp('9999-01-01 00:00:00') %}\n\n {{ return([dummy_limit, dummy_limit]) }}\n\n {% endif %}\n\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_query", "macro.snowplow_utils.log_message", "macro.snowplow_utils.cast_to_tstamp"]}, "description": "Calculates and returns the minimum (lower) and maximum (upper) values of specified columns within the specified table. Useful to find ranges of a column within a table.\n\n#### Returns\n\nA list of two objects, the lower and upper values from the columns in the model", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/schema.yml", "arguments": [{"name": "model", "type": "relation", "description": "A string or `ref` type object to refer to a model or table to return limits from"}, {"name": "lower_limit_col", "type": "string", "description": "The column to take the `min` of to get the lower limit"}, {"name": "upper_limit_col", "type": "string", "description": "The column to take the `max` of to get the upper limit"}, {"name": "lower_output", "type": "boolean", "description": "This changes the output to a low set date if true and high set date if false, in the event the function cannot find value but needs to set a value"}], "created_at": 1728904554.5767438, "supported_languages": null}, "macro.snowplow_utils.post_ci_cleanup": {"name": "post_ci_cleanup", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/post_ci_cleanup.sql", "original_file_path": "macros/utils/post_ci_cleanup.sql", "unique_id": "macro.snowplow_utils.post_ci_cleanup", "macro_sql": "{% macro post_ci_cleanup(schema_pattern=target.schema) %}\n {{ return(adapter.dispatch('post_ci_cleanup', 'snowplow_utils')(schema_pattern)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__post_ci_cleanup"]}, "description": "This macro deletes all schemas that start with the specified `schema_pattern`, mostly for use before/after CI testing to ensure a clean start and removal of data after CI tests.", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/schema.yml", "arguments": [{"name": "schema_pattern", "type": "string", "description": "The prefix of the schema(s) to delete"}], "created_at": 1728904554.573657, "supported_languages": null}, "macro.snowplow_utils.default__post_ci_cleanup": {"name": "default__post_ci_cleanup", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/post_ci_cleanup.sql", "original_file_path": "macros/utils/post_ci_cleanup.sql", "unique_id": "macro.snowplow_utils.default__post_ci_cleanup", "macro_sql": "{% macro default__post_ci_cleanup(schema_pattern=target.schema) %}\n\n {# Get all schemas with the target.schema prefix #}\n {% set schemas = snowplow_utils.get_schemas_by_pattern(schema_pattern~'%') %}\n\n {% if schemas|length %}\n\n {%- if target.type in ['databricks'] -%}\n {# Generate sql to drop all identified schemas #}\n {% for schema in schemas -%}\n {%- set drop_schema_sql -%}\n DROP SCHEMA IF EXISTS {{schema}} CASCADE;\n {%- endset -%}\n\n {% do run_query(drop_schema_sql) %}\n\n {% endfor %}\n\n {%- else -%}\n {# Generate sql to drop all identified schemas #}\n {% set drop_schema_sql -%}\n\n {% for schema in schemas -%}\n DROP SCHEMA IF EXISTS {{schema}} CASCADE;\n {% endfor %}\n\n {%- endset %}\n\n {# Drop schemas #}\n {% do run_query(drop_schema_sql) %}\n\n {%- endif -%}\n\n {% endif %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.get_schemas_by_pattern", "macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9216886, "supported_languages": null}, "macro.snowplow_utils.databricks__post_ci_cleanup": {"name": "databricks__post_ci_cleanup", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/post_ci_cleanup.sql", "original_file_path": "macros/utils/post_ci_cleanup.sql", "unique_id": "macro.snowplow_utils.databricks__post_ci_cleanup", "macro_sql": "{% macro databricks__post_ci_cleanup(schema_pattern=target.schema) %}\n\n {# Get all schemas with the target.schema prefix #}\n {% set schemas = snowplow_utils.get_schemas_by_pattern(schema_pattern~'%') %}\n\n {% if schemas|length %}\n\n {%- if target.type in ['databricks'] -%}\n {# Generate sql to drop all identified schemas #}\n {% for schema in schemas -%}\n {%- set drop_schema_sql -%}\n DROP SCHEMA IF EXISTS {{schema}} CASCADE;\n {%- endset -%}\n\n {% do run_query(drop_schema_sql) %}\n\n {% endfor %}\n\n {%- else -%}\n {# Generate sql to drop all identified schemas #}\n {% set drop_schema_sql -%}\n\n {% for schema in schemas -%}\n DROP SCHEMA IF EXISTS {{schema}} CASCADE;\n {% endfor %}\n\n {%- endset %}\n\n {# Drop schemas #}\n {% do run_query(drop_schema_sql) %}\n\n {%- endif -%}\n\n {% endif %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.get_schemas_by_pattern", "macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9230187, "supported_languages": null}, "macro.snowplow_utils.spark__post_ci_cleanup": {"name": "spark__post_ci_cleanup", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/post_ci_cleanup.sql", "original_file_path": "macros/utils/post_ci_cleanup.sql", "unique_id": "macro.snowplow_utils.spark__post_ci_cleanup", "macro_sql": "{% macro spark__post_ci_cleanup(schema_pattern=target.schema) %}\n {# Retrieve all schemas matching the pattern #}\n {% set schemas = snowplow_utils.get_schemas_by_pattern(schema_pattern ~ \"%\") %}\n\n {% if schemas | length > 0 %}\n {% for schema in schemas %}\n {{ log(\"Processing schema: \" ~ schema, info=True) }}\n \n {# Step 1: List all tables in the current schema #}\n {% set tables_query = \"SHOW TABLES IN \" ~ schema %}\n {% set tables_result = run_query(tables_query) %}\n \n {# Initialize an empty list for tables #}\n {% set table_list = [] %}\n \n {% if tables_result and tables_result.rows %}\n {% for row in tables_result.rows %}\n {% set table = row[1] %}\n {% do table_list.append(table) %}\n {% endfor %}\n \n {# Step 2: Drop each table individually #}\n {% for table in table_list %}\n {% set drop_table_sql = \"DROP TABLE IF EXISTS \" ~ schema ~ \".\" ~ table ~ \";\" %}\n {% do adapter.execute(drop_table_sql) %}\n {% endfor %}\n {% else %}\n {% endif %}\n \n {# For spark we shouldn't delete the schema as this has the role of the database #}\n {% endfor %}\n {% else %}\n {{ log(\"No schemas found matching pattern: \" ~ schema_pattern, info=True) }}\n {% endif %}\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.get_schemas_by_pattern", "macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9252615, "supported_languages": null}, "macro.snowplow_utils.set_query_tag": {"name": "set_query_tag", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/set_query_tag.sql", "original_file_path": "macros/utils/set_query_tag.sql", "unique_id": "macro.snowplow_utils.set_query_tag", "macro_sql": "\n{%- macro set_query_tag(statement) -%}\n {{ return(adapter.dispatch('set_query_tag', 'snowplow_utils')(statement)) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.snowplow_utils.snowflake__set_query_tag"]}, "description": "This macro takes a provided statement as argument and generates the SQL command to set this statement as the query_tag for Snowflake databases, and does nothing otherwise. It can be used to safely set the query_tag regardless of database type.\n\n#### Returns\n\nAn alter session command set to the `query_tag` to the `statement` for Snowflake, otherwise nothing\n\n#### Usage\n\n```sql\n\n{{ snowplow_utils.set_query_tag('snowplow_query_tag') }}\n\n```", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/schema.yml", "arguments": [{"name": "statement", "type": "string", "description": "The statement to use as the `query_tag` within Snowflake"}], "created_at": 1728904554.5775712, "supported_languages": null}, "macro.snowplow_utils.snowflake__set_query_tag": {"name": "snowflake__set_query_tag", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/set_query_tag.sql", "original_file_path": "macros/utils/set_query_tag.sql", "unique_id": "macro.snowplow_utils.snowflake__set_query_tag", "macro_sql": "{% macro snowflake__set_query_tag(statement) %}\n alter session set query_tag = '{{ statement }}';\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9260345, "supported_languages": null}, "macro.snowplow_utils.default__set_query_tag": {"name": "default__set_query_tag", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/set_query_tag.sql", "original_file_path": "macros/utils/set_query_tag.sql", "unique_id": "macro.snowplow_utils.default__set_query_tag", "macro_sql": "{% macro default__set_query_tag(statement) %}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9262004, "supported_languages": null}, "macro.snowplow_utils.get_cluster_by": {"name": "get_cluster_by", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/get_cluster_by.sql", "original_file_path": "macros/utils/get_cluster_by.sql", "unique_id": "macro.snowplow_utils.get_cluster_by", "macro_sql": "{% macro get_cluster_by(bigquery_cols=none, snowflake_cols=none) %}\n\n {%- do exceptions.warn(\"Warning: the `get_cluster_by` macro is deprecated and will be removed in a future version of the package, please use `get_value_by_target_type` instead.\") -%}\n\n\n {% if target.type == 'bigquery' %}\n {{ return(bigquery_cols) }}\n {% elif target.type == 'snowflake' %}\n {{ return(snowflake_cols) }}\n {% endif %}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9270906, "supported_languages": null}, "macro.snowplow_utils.get_optional_fields": {"name": "get_optional_fields", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/bigquery/get_optional_fields.sql", "original_file_path": "macros/utils/bigquery/get_optional_fields.sql", "unique_id": "macro.snowplow_utils.get_optional_fields", "macro_sql": "{% macro get_optional_fields(enabled, fields, col_prefix, relation, relation_alias, include_field_alias=true) -%}\n\n {%- if enabled -%}\n\n {%- set combined_fields = snowplow_utils.combine_column_versions(\n relation=relation,\n column_prefix=col_prefix,\n required_fields=fields|map(attribute='field')|list,\n relation_alias=relation_alias,\n include_field_alias=include_field_alias\n ) -%}\n\n {{ combined_fields|join(',\\n') }}\n\n {%- else -%}\n\n {% for field in fields %}\n\n {%- set field_alias = snowplow_utils.get_field_alias(field.field)[1] -%}\n\n cast(null as {{ field.dtype }}){%- if include_field_alias %} as {{ field_alias }}{%- endif %} {%- if not loop.last %}, {% endif %}\n {% endfor %}\n\n {%- endif -%}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.combine_column_versions", "macro.snowplow_utils.get_field_alias"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9288971, "supported_languages": null}, "macro.snowplow_utils.merge_fields_across_col_versions": {"name": "merge_fields_across_col_versions", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/bigquery/combine_column_versions/merge_fields_across_col_versions.sql", "original_file_path": "macros/utils/bigquery/combine_column_versions/merge_fields_across_col_versions.sql", "unique_id": "macro.snowplow_utils.merge_fields_across_col_versions", "macro_sql": "{% macro merge_fields_across_col_versions(fields_by_col_version) %}\n\n {# Flatten nested list of dicts into single list #}\n {% set all_cols = fields_by_col_version|sum(start=[]) %}\n\n {% set all_field_names = all_cols|map(attribute=\"field_name\")|list %}\n\n {% set unique_field_names = all_field_names|unique|list %}\n\n {% set merged_fields = [] %}\n\n {% for field_name in unique_field_names %}\n\n {# Get all field_paths per field. Returned as array. #}\n {% set field_paths = all_cols|selectattr('field_name','equalto', field_name)|map(attribute='path')|list %}\n\n {# Get nested_level of field. Returned as single element array. #}\n {% set nested_level = all_cols|selectattr('field_name',\"equalto\", field_name)|map(attribute='nested_level')|list%}\n\n {% set merged_field = {\n 'field_name': field_name,\n 'field_paths': field_paths,\n 'nested_level': nested_level[0]\n } %}\n\n {% do merged_fields.append(merged_field) %}\n\n {% endfor %}\n\n {{ return(merged_fields) }}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9309988, "supported_languages": null}, "macro.snowplow_utils.flatten_fields": {"name": "flatten_fields", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/bigquery/combine_column_versions/flatten_fields.sql", "original_file_path": "macros/utils/bigquery/combine_column_versions/flatten_fields.sql", "unique_id": "macro.snowplow_utils.flatten_fields", "macro_sql": "{% macro flatten_fields(fields, parent, path, array_index, level_limit=none, level_counter=1, flattened_fields=[], field_name='') %}\n\n {% for field in fields %}\n\n {# Only recurse up-until level_limit #}\n {% if level_limit is not none and level_counter > level_limit %}\n {{ return(flattened_fields) }}\n {% endif %}\n\n {# If parent column is an array then take element [array_index]. #}\n {% set delimiter = '[safe_offset(%s)].'|format(array_index) if parent.mode == 'REPEATED' else '.' %}\n {% set path = path~delimiter~field.name %}\n {% set field_name = field_name~'.'~field.name if field_name != '' else field_name~field.name %}\n\n {% set field_dict = {\n 'field_name': field_name,\n 'path': path,\n 'nested_level': level_counter\n } %}\n\n {% do flattened_fields.append(field_dict) %}\n\n {# If field has nested fields recurse to extract all fields, unless array. #}\n {% if field.dtype == 'RECORD' and field.mode != 'REPEATED' %}\n\n {{ snowplow_utils.flatten_fields(\n fields=field.fields,\n parent=field,\n level_limit=level_limit,\n level_counter=level_counter+1,\n path=path,\n flattened_fields=flattened_fields,\n field_name=field_name\n ) }}\n\n {% endif %}\n\n {% endfor %}\n\n {{ return(flattened_fields) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.flatten_fields"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9339068, "supported_languages": null}, "macro.snowplow_utils.get_level_limit": {"name": "get_level_limit", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/bigquery/combine_column_versions/get_level_limit.sql", "original_file_path": "macros/utils/bigquery/combine_column_versions/get_level_limit.sql", "unique_id": "macro.snowplow_utils.get_level_limit", "macro_sql": "{% macro get_level_limit(level, level_filter, required_field_names) %}\n\n {% set accepted_level_filters = ['equalto','lessthan','greaterthan'] %}\n\n {% if level_filter is not in accepted_level_filters %}\n {% set incompatible_level_filter_error_message -%}\n Error: Incompatible level filter arg. Accepted args: {{accepted_level_filters|join(', ')}}\n {%- endset %}\n {{ return(snowplow_utils.throw_compiler_error(incompatible_level_filter_error_message)) }}\n {% endif %}\n\n {% if level is not none and required_field_names|length %}\n {% set double_filter_error_message -%}\n Error: Cannot filter fields by both `required_fields` and `level` arg. Please use only one.\n {%- endset %}\n {{ return(snowplow_utils.throw_compiler_error(double_filter_error_message)) }}\n {% endif %}\n\n {% if required_field_names|length and level_filter != 'equalto' %}\n {% set required_fields_error_message -%}\n Error: To filter fields using `required_fields` arg, `level_filter` must be set to `equalto`\n {%- endset %}\n {{ return(snowplow_utils.throw_compiler_error(required_fields_error_message)) }}\n {% endif %}\n\n {# level_limit is inclusive #}\n\n {% if level is not none %}\n\n {% if level_filter == 'equalto' %}\n\n {% set level_limit = level %}\n\n {% elif level_filter == 'lessthan' %}\n\n {% set level_limit = level -1 %}\n\n {% elif level_filter == 'greaterthan' %}\n\n {% set level_limit = none %}\n\n {% endif %}\n\n {% elif required_field_names|length %}\n\n {% set field_depths = [] %}\n {% for field in required_field_names %}\n {% set field_depth = field.split('.')|length %}\n {% do field_depths.append(field_depth) %}\n {% endfor %}\n\n {% set level_limit = field_depths|max %}\n\n {% else %}\n\n {# Case when selecting all available fields #}\n\n {% set level_limit = none %}\n\n {% endif %}\n\n {{ return(level_limit) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.throw_compiler_error"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9380116, "supported_languages": null}, "macro.snowplow_utils.get_field_alias": {"name": "get_field_alias", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/bigquery/combine_column_versions/get_field_alias.sql", "original_file_path": "macros/utils/bigquery/combine_column_versions/get_field_alias.sql", "unique_id": "macro.snowplow_utils.get_field_alias", "macro_sql": "{% macro get_field_alias(field) %}\n\n {# Check if field is supplied as tuple e.g. (field_name, field_alias) #}\n {% if field is iterable and field is not string %}\n {{ return(field) }}\n {% else %}\n {{ return((field, field|replace('.', '_'))) }}\n {% endif %}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9388664, "supported_languages": null}, "macro.snowplow_utils.coalesce_field_paths": {"name": "coalesce_field_paths", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/bigquery/combine_column_versions/coalesce_field_paths.sql", "original_file_path": "macros/utils/bigquery/combine_column_versions/coalesce_field_paths.sql", "unique_id": "macro.snowplow_utils.coalesce_field_paths", "macro_sql": "{% macro coalesce_field_paths(paths, field_alias, include_field_alias, relation_alias) %}\n\n {% set relation_alias = '' if relation_alias is none else relation_alias~'.' %}\n\n {% set field_alias = '' if not include_field_alias else ' as '~field_alias %}\n\n {% set joined_paths = relation_alias~paths|join(', '~relation_alias) %}\n\n {% set coalesced_field_paths = 'coalesce('~joined_paths~')'~field_alias %}\n\n {{ return(coalesced_field_paths) }}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.93999, "supported_languages": null}, "macro.snowplow_utils.combine_column_versions": {"name": "combine_column_versions", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/bigquery/combine_column_versions/combine_column_versions.sql", "original_file_path": "macros/utils/bigquery/combine_column_versions/combine_column_versions.sql", "unique_id": "macro.snowplow_utils.combine_column_versions", "macro_sql": "{% macro combine_column_versions(relation, column_prefix, required_fields=[], nested_level=none, level_filter='equalto', relation_alias=none, include_field_alias=true, array_index=0, max_nested_level=15, exclude_versions=[]) %}\n\n {# Create field_alias if not supplied i.e. is not tuple #}\n {% set required_fields_tmp = required_fields %}\n {% set required_fields = [] %}\n {% for field in required_fields_tmp %}\n {% set field_tuple = snowplow_utils.get_field_alias(field) %}\n {% do required_fields.append(field_tuple) %}\n {% endfor %}\n\n {% set required_field_names = required_fields|map(attribute=0)|list %}\n\n {# Determines correct level_limit. This limits recursive iterations during unnesting. #}\n {% set level_limit = snowplow_utils.get_level_limit(nested_level, level_filter, required_field_names) %}\n\n {# Limit level_limit to max_nested_level if required #}\n {% set level_limit = max_nested_level if level_limit is none or level_limit > max_nested_level else level_limit %}\n\n {%- set matched_columns = snowplow_utils.get_columns_in_relation_by_column_prefix(relation, column_prefix) -%}\n\n {# Removes excluded versions, technically removes any column with that suffix #}\n {%- set filter_columns_by_version = snowplow_utils.exclude_column_versions(matched_columns, exclude_versions) -%}\n\n {%- set flattened_fields_by_col_version = [] -%}\n\n {# Flatten fields within each column version. Returns nested arrays of dicts. #}\n {# Dict: {'field_name': str, 'field_alias': str, 'flattened_path': str, 'nested_level': int #}\n {% for column in filter_columns_by_version|sort(attribute='name', reverse=true) %}\n {% set flattened_fields = snowplow_utils.flatten_fields(fields=column.fields,\n parent=column,\n path=column.name,\n array_index=array_index,\n level_limit=level_limit\n ) %}\n\n {% do flattened_fields_by_col_version.append(flattened_fields) %}\n\n {% endfor %}\n\n {# Flatten nested arrays and merges fields across col version. Returns array of dicts containing all field_paths for field. #}\n {# Dict: {'field_name': str, 'flattened_field_paths': str, 'nested_level': int #}\n {% set merged_fields = snowplow_utils.merge_fields_across_col_versions(flattened_fields_by_col_version) %}\n\n {# Filters merged_fields based on required_fields if provided, or the level filter if provided. Default return all fields. #}\n {% set matched_fields = snowplow_utils.get_matched_fields(fields=merged_fields,\n required_field_names=required_field_names,\n nested_level=nested_level,\n level_filter=level_filter\n ) %}\n\n {% set coalesced_field_paths = [] %}\n\n {% for field in matched_fields %}\n\n {% set passed_field_alias = required_fields|selectattr(0, \"equalto\", field.field_name)|map(attribute=1)|list %}\n {% set default_field_alias = field.field_name|replace('.', '_') %}\n {# Use passed_field_alias from required_fields if supplied #}\n {% set field_alias = default_field_alias if not passed_field_alias|length else passed_field_alias[0] %}\n\n {# Coalesce each field's path across all version of columns, ordered by latest col version. #}\n {% set coalesced_field_path = snowplow_utils.coalesce_field_paths(paths=field.field_paths,\n field_alias=field_alias,\n include_field_alias=include_field_alias,\n relation_alias=relation_alias) %}\n\n {% do coalesced_field_paths.append(coalesced_field_path) %}\n\n {% endfor %}\n\n {# Returns array of all coalesced field paths #}\n {{ return(coalesced_field_paths) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.get_field_alias", "macro.snowplow_utils.get_level_limit", "macro.snowplow_utils.get_columns_in_relation_by_column_prefix", "macro.snowplow_utils.exclude_column_versions", "macro.snowplow_utils.flatten_fields", "macro.snowplow_utils.merge_fields_across_col_versions", "macro.snowplow_utils.get_matched_fields", "macro.snowplow_utils.coalesce_field_paths"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9453108, "supported_languages": null}, "macro.snowplow_utils.get_matched_fields": {"name": "get_matched_fields", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/bigquery/combine_column_versions/get_matched_fields.sql", "original_file_path": "macros/utils/bigquery/combine_column_versions/get_matched_fields.sql", "unique_id": "macro.snowplow_utils.get_matched_fields", "macro_sql": "{% macro get_matched_fields(fields, required_field_names, nested_level, level_filter) %}\n\n {% if not required_field_names|length %}\n\n {% if nested_level is none %}\n\n {% set matched_fields = fields %}\n\n {% else %}\n\n {% set matched_fields = fields|selectattr('nested_level',level_filter, nested_level)|list %}\n\n {% endif %}\n\n {% else %}\n\n {% set matched_fields = fields|selectattr('field_name','in', required_field_names)|list %}\n\n {% endif %}\n\n {{ return(matched_fields) }}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9466803, "supported_languages": null}, "macro.snowplow_utils.exclude_column_versions": {"name": "exclude_column_versions", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/bigquery/combine_column_versions/exclude_column_versions.sql", "original_file_path": "macros/utils/bigquery/combine_column_versions/exclude_column_versions.sql", "unique_id": "macro.snowplow_utils.exclude_column_versions", "macro_sql": "{% macro exclude_column_versions(columns, exclude_versions) %}\n {# \n columns: an array of column names\n exclude_versions: an array of versions (more generically a suffix) to exclude columns that end with this value\n returns: filtered array of columns that do not end with any of the exclude versions.\n #}\n {% if not exclude_versions %}\n {{ return(columns) }}\n {% endif %}\n\n {%- set filtered_columns_by_version = [] -%}\n\n {%- set columns_to_exclude = [] -%}\n\n {% for column in columns %}\n {# Remove columns that end with the version we want to exclude #}\n {% for version in exclude_versions %}\n {% if column.name.endswith(version) %}\n {% do columns_to_exclude.append(column) %}\n {% endif %}\n {% endfor %}\n {% if not column in columns_to_exclude %}\n {% do filtered_columns_by_version.append(column) %}\n {% endif %}\n {% endfor %}\n {{ return(filtered_columns_by_version) }}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9483762, "supported_languages": null}, "macro.snowplow_utils.get_array_size": {"name": "get_array_size", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_array_size.sql", "original_file_path": "macros/utils/cross_db/get_array_size.sql", "unique_id": "macro.snowplow_utils.get_array_size", "macro_sql": "\n\n{%- macro get_array_size(array_column) -%}\n {{ return(adapter.dispatch('get_array_size', 'snowplow_utils')(array_column)) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.snowplow_utils.default__get_array_size"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9490447, "supported_languages": null}, "macro.snowplow_utils.default__get_array_size": {"name": "default__get_array_size", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_array_size.sql", "original_file_path": "macros/utils/cross_db/get_array_size.sql", "unique_id": "macro.snowplow_utils.default__get_array_size", "macro_sql": "{% macro default__get_array_size(array_column) %}\n array_size({{array_column}})\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.949256, "supported_languages": null}, "macro.snowplow_utils.bigquery__get_array_size": {"name": "bigquery__get_array_size", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_array_size.sql", "original_file_path": "macros/utils/cross_db/get_array_size.sql", "unique_id": "macro.snowplow_utils.bigquery__get_array_size", "macro_sql": "{% macro bigquery__get_array_size(array_column) %}\n array_length({{array_column}})\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9494753, "supported_languages": null}, "macro.snowplow_utils.postgres__get_array_size": {"name": "postgres__get_array_size", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_array_size.sql", "original_file_path": "macros/utils/cross_db/get_array_size.sql", "unique_id": "macro.snowplow_utils.postgres__get_array_size", "macro_sql": "{% macro postgres__get_array_size(array_column) %}\n array_length({{array_column}})\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9496775, "supported_languages": null}, "macro.snowplow_utils.redshift__get_array_size": {"name": "redshift__get_array_size", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_array_size.sql", "original_file_path": "macros/utils/cross_db/get_array_size.sql", "unique_id": "macro.snowplow_utils.redshift__get_array_size", "macro_sql": "{% macro redshift__get_array_size(array_column) %}\n get_array_length({{array_column}})\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9498782, "supported_languages": null}, "macro.snowplow_utils.get_array_to_string": {"name": "get_array_to_string", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_array_to_string.sql", "original_file_path": "macros/utils/cross_db/get_array_to_string.sql", "unique_id": "macro.snowplow_utils.get_array_to_string", "macro_sql": "\n\n{%- macro get_array_to_string(array_column, column_prefix, delimiter=',') -%}\n {{ return(adapter.dispatch('get_array_to_string', 'snowplow_utils')(array_column, column_prefix, delimiter)) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.snowplow_utils.default__get_array_to_string"]}, "description": "This macro takes care of harmonising cross-db array to string type functions. The macro supports a custom delimiter if you don't want to use a comma with no space (default).\n\n#### Returns\n\nThe data warehouse appropriate sql to convert an array to a string. \n\n#### Usage\n\n```sql\nselect\n...\n{{ snowplow_utils.get_array_to_string('my_array_column', 'a', ', ') }}\n...\nfrom ... a\n\n```", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/cross_db/cross_db_macros.yml", "arguments": [{"name": "array_column", "type": "string", "description": "Name of the column to join into a string"}, {"name": "column_prefix", "type": "string", "description": "Table alias for the array_column"}, {"name": "delimiter", "type": "string", "description": "(Optional) String that determines how to delimit your array values. Default ','"}], "created_at": 1728904554.588291, "supported_languages": null}, "macro.snowplow_utils.default__get_array_to_string": {"name": "default__get_array_to_string", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_array_to_string.sql", "original_file_path": "macros/utils/cross_db/get_array_to_string.sql", "unique_id": "macro.snowplow_utils.default__get_array_to_string", "macro_sql": "{% macro default__get_array_to_string(array_column, column_prefix, delimiter=',') %}\n array_to_string({{column_prefix}}.{{array_column}},'{{delimiter}}')\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.950944, "supported_languages": null}, "macro.snowplow_utils.spark__get_array_to_string": {"name": "spark__get_array_to_string", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_array_to_string.sql", "original_file_path": "macros/utils/cross_db/get_array_to_string.sql", "unique_id": "macro.snowplow_utils.spark__get_array_to_string", "macro_sql": "{% macro spark__get_array_to_string(array_column, column_prefix, delimiter=',') %}\n array_join({{column_prefix}}.{{array_column}},'{{delimiter}}')\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9512758, "supported_languages": null}, "macro.snowplow_utils.get_split_to_array": {"name": "get_split_to_array", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_split_to_array.sql", "original_file_path": "macros/utils/cross_db/get_split_to_array.sql", "unique_id": "macro.snowplow_utils.get_split_to_array", "macro_sql": "\n\n{%- macro get_split_to_array(string_column, column_prefix, delimiter=',') -%}\n {{ return(adapter.dispatch('get_split_to_array', 'snowplow_utils')(string_column, column_prefix, delimiter)) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.snowplow_utils.default__get_split_to_array"]}, "description": "This macro takes care of harmonising cross-db split to array type functions. The macro supports a custom delimiter if your string is not delimited by a comma with no space (default).\n\n#### Returns\n\nThe data warehouse appropriate sql to perform a split to array. \n\n#### Usage\n\n```sql\nselect\n...\n{{ snowplow_utils.get_split_to_array('my_string_column', 'a', ', ') }}\n...\nfrom ... a\n\n```", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/cross_db/cross_db_macros.yml", "arguments": [{"name": "string_column", "type": "string", "description": "Name of the column to split into an array"}, {"name": "column_prefix", "type": "string", "description": "Table alias for the string_column"}, {"name": "delimiter", "type": "string", "description": "(Optional) String that determines how to split your string. Default ','"}], "created_at": 1728904554.5873766, "supported_languages": null}, "macro.snowplow_utils.default__get_split_to_array": {"name": "default__get_split_to_array", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_split_to_array.sql", "original_file_path": "macros/utils/cross_db/get_split_to_array.sql", "unique_id": "macro.snowplow_utils.default__get_split_to_array", "macro_sql": "{% macro default__get_split_to_array(string_column, column_prefix, delimiter=',') %}\n split({{column_prefix}}.{{string_column}}, '{{delimiter}}')\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9524748, "supported_languages": null}, "macro.snowplow_utils.redshift__get_split_to_array": {"name": "redshift__get_split_to_array", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_split_to_array.sql", "original_file_path": "macros/utils/cross_db/get_split_to_array.sql", "unique_id": "macro.snowplow_utils.redshift__get_split_to_array", "macro_sql": "{% macro redshift__get_split_to_array(string_column, column_prefix, delimiter=',') %}\n split_to_array({{column_prefix}}.{{string_column}}, '{{delimiter}}')\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9528103, "supported_languages": null}, "macro.snowplow_utils.postgres__get_split_to_array": {"name": "postgres__get_split_to_array", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_split_to_array.sql", "original_file_path": "macros/utils/cross_db/get_split_to_array.sql", "unique_id": "macro.snowplow_utils.postgres__get_split_to_array", "macro_sql": "{% macro postgres__get_split_to_array(string_column, column_prefix, delimiter=',') %}\n string_to_array({{column_prefix}}.{{string_column}}, '{{delimiter}}')\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.953143, "supported_languages": null}, "macro.snowplow_utils.get_string_agg": {"name": "get_string_agg", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_string_agg.sql", "original_file_path": "macros/utils/cross_db/get_string_agg.sql", "unique_id": "macro.snowplow_utils.get_string_agg", "macro_sql": "\n\n{%- macro get_string_agg(base_column, column_prefix, separator=',', order_by_column=base_column, sort_numeric=false, order_by_column_prefix=column_prefix, is_distinct=false, order_desc=false) -%}\n\n {{ return(adapter.dispatch('get_string_agg', 'snowplow_utils')(base_column, column_prefix, separator, order_by_column, sort_numeric, order_by_column_prefix, is_distinct, order_desc)) }}\n\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.snowplow_utils.default__get_string_agg"]}, "description": "This macro takes care of harmonising cross-db `list_agg`, `string_agg` type functions. These are aggregate functions (i.e. to be used with a `group by`) that take values from grouped rows and concatenates them into a single string. This macro supports ordering values by an arbitrary column and ensuring unique values (i.e. applying distinct).\n\nNote that databricks does not have list/string_agg function so a more complex expression is used.\n\n#### Returns\n\nThe data warehouse appropriate sql to perform a list/string_agg. \n\n#### Usage\n\n```sql\nselect\n...\n{{ snowplow_utils.get_string_agg('base_column', 'column_prefix', ';', 'order_by_col', sort_numeric=true, order_by_column_prefix='order_by_column_prefix', is_distict=True, order_desc=True) }},\n...\nfrom ...\ngroup by ...\n\n```", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/cross_db/cross_db_macros.yml", "arguments": [{"name": "base_column", "type": "string", "description": "Name of the column to aggregate values for"}, {"name": "column_prefix", "type": "string", "description": "Table alias for the base_column"}, {"name": "separator", "type": "string", "description": "(Optional) String to use to separate your values. Default ','"}, {"name": "order_by_column", "type": "string", "description": "(Optional) Column to order your values by before aggregating. Default base_column"}, {"name": "sort_numeric", "type": "boolean", "description": "(Optional) Is the column you are ordering by a numeric value (regardless of stored type). Default false"}, {"name": "order_by_column_prefix", "type": "string", "description": "(Optional) Table alias for the order_by_column. Default column_prefix"}, {"name": "is_distinct", "type": "boolean", "description": "(Optional) Do you want to apply distinct to your values. Will be applied after ordering. Default false"}, {"name": "order_desc", "type": "boolean", "description": "(Optional) Do you wish to apply the ordering descending. Default false"}], "created_at": 1728904554.5859826, "supported_languages": null}, "macro.snowplow_utils.default__get_string_agg": {"name": "default__get_string_agg", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_string_agg.sql", "original_file_path": "macros/utils/cross_db/get_string_agg.sql", "unique_id": "macro.snowplow_utils.default__get_string_agg", "macro_sql": "{% macro default__get_string_agg(base_column, column_prefix, separator=',', order_by_column=base_column, sort_numeric=false, order_by_column_prefix=column_prefix, is_distinct=false, order_desc=false) %}\n\n {% if (base_column != order_by_column or column_prefix != order_by_column_prefix or sort_numeric) and is_distinct %}\n {%- do exceptions.raise_compiler_error(\"Snowplow Error: \"~target.type~\" does not support distinct with a different ordering column, or when the order column is numeric.\") -%}\n {% endif %}\n\n\n listagg({% if is_distinct %} distinct {% endif %} {{column_prefix}}.{{base_column}}::varchar, '{{separator}}') within group (order by\n\n {% if sort_numeric -%}\n to_numeric({{order_by_column_prefix}}.{{order_by_column}}, 38, 9) {% if order_desc %} desc {% endif %}\n\n {% else %}\n {{order_by_column_prefix}}.{{order_by_column}}::varchar {% if order_desc %} desc {% endif %}\n\n {%- endif -%}\n )\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9699235, "supported_languages": null}, "macro.snowplow_utils.bigquery__get_string_agg": {"name": "bigquery__get_string_agg", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_string_agg.sql", "original_file_path": "macros/utils/cross_db/get_string_agg.sql", "unique_id": "macro.snowplow_utils.bigquery__get_string_agg", "macro_sql": "{% macro bigquery__get_string_agg(base_column, column_prefix, separator=',', order_by_column=base_column, sort_numeric=false, order_by_column_prefix=column_prefix, is_distinct=false, order_desc = false) %}\n\n {% if (base_column != order_by_column or column_prefix != order_by_column_prefix or sort_numeric) and is_distinct %}\n {%- do exceptions.raise_compiler_error(\"Snowplow Error: \"~target.type~\" does not support distinct with a different ordering column, or when the order column is numeric.\") -%}\n {% endif %}\n\n string_agg({% if is_distinct %} distinct {% endif %} cast({{column_prefix}}.{{base_column}} as string), '{{separator}}' order by\n\n {% if sort_numeric -%}\n cast({{order_by_column_prefix}}.{{order_by_column}} as numeric) {% if order_desc %} desc {% endif %}\n\n {% else %}\n cast({{order_by_column_prefix}}.{{order_by_column}} as string) {% if order_desc %} desc {% endif %}\n\n {%- endif -%}\n )\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9713922, "supported_languages": null}, "macro.snowplow_utils.postgres__get_string_agg": {"name": "postgres__get_string_agg", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_string_agg.sql", "original_file_path": "macros/utils/cross_db/get_string_agg.sql", "unique_id": "macro.snowplow_utils.postgres__get_string_agg", "macro_sql": "{% macro postgres__get_string_agg(base_column, column_prefix, separator=',', order_by_column=base_column, sort_numeric=false, order_by_column_prefix=column_prefix, is_distinct=false, order_desc = false) %}\n\n {% if (base_column != order_by_column or column_prefix != order_by_column_prefix or sort_numeric) and is_distinct %}\n {%- do exceptions.raise_compiler_error(\"Snowplow Error: \"~target.type~\" does not support distinct with a different ordering column, or when the order column is numeric.\") -%}\n {% endif %}\n\n string_agg({% if is_distinct %} distinct {% endif %} {{column_prefix}}.{{base_column}}::varchar, '{{separator}}' order by\n\n {% if sort_numeric -%}\n {{order_by_column_prefix}}.{{order_by_column}}::decimal {% if order_desc %} desc {% endif %}\n\n {% else %}\n {{order_by_column_prefix}}.{{order_by_column}}::varchar {% if order_desc %} desc {% endif %}\n\n {%- endif -%}\n )\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9728284, "supported_languages": null}, "macro.snowplow_utils.redshift__get_string_agg": {"name": "redshift__get_string_agg", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_string_agg.sql", "original_file_path": "macros/utils/cross_db/get_string_agg.sql", "unique_id": "macro.snowplow_utils.redshift__get_string_agg", "macro_sql": "{% macro redshift__get_string_agg(base_column, column_prefix, separator=',', order_by_column=base_column, sort_numeric=false, order_by_column_prefix=column_prefix, is_distinct=false, order_desc = false) %}\n\n {% if (base_column != order_by_column or column_prefix != order_by_column_prefix or sort_numeric) and is_distinct %}\n {%- do exceptions.raise_compiler_error(\"Snowplow Error: \"~target.type~\" does not support distinct with a different ordering column, or when the order column is numeric.\") -%}\n {% endif %}\n\n listagg({% if is_distinct %} distinct {% endif %} {{column_prefix}}.{{base_column}}::varchar, '{{separator}}') within group (order by\n\n {% if sort_numeric -%}\n text_to_numeric_alt({{order_by_column_prefix}}.{{order_by_column}}, 38, 9) {% if order_desc %} desc {% endif %}\n\n {% else %}\n {{order_by_column_prefix}}.{{order_by_column}}::varchar {% if order_desc %} desc {% endif %}\n\n {%- endif -%}\n )\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9742622, "supported_languages": null}, "macro.snowplow_utils.spark__get_string_agg": {"name": "spark__get_string_agg", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_string_agg.sql", "original_file_path": "macros/utils/cross_db/get_string_agg.sql", "unique_id": "macro.snowplow_utils.spark__get_string_agg", "macro_sql": "{% macro spark__get_string_agg(base_column, column_prefix, separator=',', order_by_column=base_column, sort_numeric=false, order_by_column_prefix=column_prefix, is_distinct=false, order_desc = false) %}\n /* Explaining inside out:\n 1. Create a group array which is made of sub-arrays of the base_column and the sort column\n 2. Sort these sub-arrays based on a lambda function that compares on the second element (the sort column, casted if needed)\n 3. Use transform to select just the first element of the array\n 4. Optionally use array_distinct\n 5. Join the array into a string\n */\n array_join(\n {% if is_distinct %} array_distinct( {% endif %}\n transform(\n array_sort(\n FILTER(collect_list(\n ARRAY(cast({{column_prefix}}.{{base_column}} as string), cast({{order_by_column_prefix}}.{{order_by_column}} as string))), x -> x[0] is not null), (left, right) ->\n\n {%- if sort_numeric -%}\n CASE WHEN cast(left[1] as decimal(38, 9)) {% if order_desc %} > {% else %} < {% endif %} cast(right[1] as decimal(38, 9)) THEN -1\n WHEN cast(left[1] as decimal(38, 9)) {% if order_desc %} < {% else %} > {% endif %} cast(right[1] as decimal(38, 9)) THEN 1 ELSE 0 END\n\n {% else %}\n CASE WHEN left[1] {% if order_desc %} > {% else %} < {% endif %} right[1] THEN -1\n WHEN left[1] {% if order_desc %} < {% else %} > {% endif %} right[1] THEN 1 ELSE 0 END\n\n {% endif %}\n ), x -> x[0])\n {% if is_distinct %} ) {% endif %},\n '{{separator}}')\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.975731, "supported_languages": null}, "macro.snowplow_utils.databricks__get_string_agg": {"name": "databricks__get_string_agg", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_string_agg.sql", "original_file_path": "macros/utils/cross_db/get_string_agg.sql", "unique_id": "macro.snowplow_utils.databricks__get_string_agg", "macro_sql": "{% macro databricks__get_string_agg(base_column, column_prefix, separator=',', order_by_column=base_column, sort_numeric=false, order_by_column_prefix=column_prefix, is_distinct=false, order_desc = false) %}\n /* Explaining inside out:\n 1. Create a group array which is made of sub-arrays of the base_column and the sort column\n 2. Sort these sub-arrays based on a lamdba function that compares on the second element (the sort column, casted if needed)\n 3. Use transform to select just the first element of the array\n 4. Optionally use array_distinct\n 5. Join the array into a string\n */\n array_join(\n {% if is_distinct %} array_distinct( {% endif %}\n transform(\n array_sort(\n FILTER(collect_list(\n ARRAY({{column_prefix}}.{{base_column}}::string, {{order_by_column_prefix}}.{{order_by_column}}::string)), x -> x[0] is not null), (left, right) ->\n\n {%- if sort_numeric -%}\n CASE WHEN cast(left[1] as numeric(38, 9)) {% if order_desc %} > {% else %} < {% endif %} cast(right[1] as numeric(38, 9)) THEN -1\n WHEN cast(left[1] as numeric(38, 9)) {% if order_desc %} < {% else %} > {% endif %} cast(right[1] as numeric(38, 9)) THEN 1 ELSE 0 END\n\n {% else %}\n CASE WHEN left[1] {% if order_desc %} > {% else %} < {% endif %} right[1] THEN -1\n WHEN left[1] {% if order_desc %} < {% else %} > {% endif %} right[1] THEN 1 ELSE 0 END\n\n {% endif %}\n ), x -> x[0])\n {% if is_distinct %} ) {% endif %},\n '{{separator}}')\n\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9771855, "supported_languages": null}, "macro.snowplow_utils.cluster_by_fields_sessions_lifecycle": {"name": "cluster_by_fields_sessions_lifecycle", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/cluster_by_fields.sql", "original_file_path": "macros/utils/cross_db/cluster_by_fields.sql", "unique_id": "macro.snowplow_utils.cluster_by_fields_sessions_lifecycle", "macro_sql": "{% macro cluster_by_fields_sessions_lifecycle() %}\n\n {{ return(adapter.dispatch('cluster_by_fields_sessions_lifecycle', 'snowplow_utils')()) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__cluster_by_fields_sessions_lifecycle"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9777164, "supported_languages": null}, "macro.snowplow_utils.default__cluster_by_fields_sessions_lifecycle": {"name": "default__cluster_by_fields_sessions_lifecycle", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/cluster_by_fields.sql", "original_file_path": "macros/utils/cross_db/cluster_by_fields.sql", "unique_id": "macro.snowplow_utils.default__cluster_by_fields_sessions_lifecycle", "macro_sql": "{% macro default__cluster_by_fields_sessions_lifecycle() %}\n\n {{ return(snowplow_utils.get_value_by_target_type(bigquery_val=[\"session_identifier\"], snowflake_val=[\"to_date(start_tstamp)\"])) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.get_value_by_target_type"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9781072, "supported_languages": null}, "macro.snowplow_utils.type_max_string": {"name": "type_max_string", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/datatypes.sql", "original_file_path": "macros/utils/cross_db/datatypes.sql", "unique_id": "macro.snowplow_utils.type_max_string", "macro_sql": "\n\n{%- macro type_max_string() -%}\n {{ return(adapter.dispatch('type_max_string', 'snowplow_utils')()) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.snowplow_utils.default__type_max_string"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9786298, "supported_languages": null}, "macro.snowplow_utils.default__type_max_string": {"name": "default__type_max_string", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/datatypes.sql", "original_file_path": "macros/utils/cross_db/datatypes.sql", "unique_id": "macro.snowplow_utils.default__type_max_string", "macro_sql": "{% macro default__type_max_string() %}\n {{ dbt.type_string() }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.type_string"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9788601, "supported_languages": null}, "macro.snowplow_utils.redshift__type_max_string": {"name": "redshift__type_max_string", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/datatypes.sql", "original_file_path": "macros/utils/cross_db/datatypes.sql", "unique_id": "macro.snowplow_utils.redshift__type_max_string", "macro_sql": "{% macro redshift__type_max_string() %}\n varchar(max)\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9790184, "supported_languages": null}, "macro.snowplow_utils.timestamp_diff": {"name": "timestamp_diff", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.timestamp_diff", "macro_sql": "{% macro timestamp_diff(first_tstamp, second_tstamp, datepart) %}\n {{ return(adapter.dispatch('timestamp_diff', 'snowplow_utils')(first_tstamp, second_tstamp, datepart)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__timestamp_diff"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9870784, "supported_languages": null}, "macro.snowplow_utils.default__timestamp_diff": {"name": "default__timestamp_diff", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.default__timestamp_diff", "macro_sql": "{% macro default__timestamp_diff(first_tstamp, second_tstamp, datepart) %}\n {{ return(datediff(first_tstamp, second_tstamp, datepart)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.datediff"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9874651, "supported_languages": null}, "macro.snowplow_utils.bigquery__timestamp_diff": {"name": "bigquery__timestamp_diff", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.bigquery__timestamp_diff", "macro_sql": "{% macro bigquery__timestamp_diff(first_tstamp, second_tstamp, datepart) %}\n timestamp_diff({{second_tstamp}}, {{first_tstamp}}, {{datepart}})\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9877894, "supported_languages": null}, "macro.snowplow_utils.databricks__timestamp_diff": {"name": "databricks__timestamp_diff", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.databricks__timestamp_diff", "macro_sql": "{% macro databricks__timestamp_diff(first_tstamp, second_tstamp, datepart) %}\n {{ return(datediff(first_tstamp, second_tstamp, datepart)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.datediff"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9881523, "supported_languages": null}, "macro.snowplow_utils.spark__timestamp_diff": {"name": "spark__timestamp_diff", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.spark__timestamp_diff", "macro_sql": "{% macro spark__timestamp_diff(first_tstamp, second_tstamp, datepart) %}\n {% if datepart|lower == 'week' %}\n cast((unix_timestamp(cast({{second_tstamp}} as timestamp)) - unix_timestamp(cast({{first_tstamp}} as timestamp))) / (3600 * 24 * 7) as bigint)\n {% elif datepart|lower == 'day' %}\n cast((unix_timestamp(cast({{second_tstamp}} as timestamp)) - unix_timestamp(cast({{first_tstamp}} as timestamp))) / (3600 * 24) as bigint)\n {% elif datepart|lower == 'hour' %}\n cast((unix_timestamp(cast({{second_tstamp}} as timestamp)) - unix_timestamp(cast({{first_tstamp}} as timestamp))) / 3600 as bigint)\n {% elif datepart|lower == 'minute' %}\n cast((unix_timestamp(cast({{second_tstamp}} as timestamp)) - unix_timestamp(cast({{first_tstamp}} as timestamp))) / 60 as bigint)\n {% elif datepart|lower == 'second' %}\n cast(unix_timestamp(cast({{second_tstamp}} as timestamp)) - unix_timestamp(cast({{first_tstamp}} as timestamp)) as bigint)\n {% elif datepart|lower == 'millisecond' %}\n cast((unix_timestamp(cast({{second_tstamp}} as timestamp)) - unix_timestamp(cast({{first_tstamp}} as timestamp))) * 1000 as bigint)\n {% else %}\n {{ exceptions.raise_compiler_error(\"Unsupported datepart for Spark: \" ~ datepart) }}\n {% endif %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.989668, "supported_languages": null}, "macro.snowplow_utils.timestamp_add": {"name": "timestamp_add", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.timestamp_add", "macro_sql": "{% macro timestamp_add(datepart, interval, tstamp) %}\n {{ return(adapter.dispatch('timestamp_add', 'snowplow_utils')(datepart, interval, tstamp)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__timestamp_add"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9901242, "supported_languages": null}, "macro.snowplow_utils.default__timestamp_add": {"name": "default__timestamp_add", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.default__timestamp_add", "macro_sql": "{% macro default__timestamp_add(datepart, interval, tstamp) %}\n {{ return(dateadd(datepart, interval, tstamp)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.dateadd"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9905043, "supported_languages": null}, "macro.snowplow_utils.bigquery__timestamp_add": {"name": "bigquery__timestamp_add", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.bigquery__timestamp_add", "macro_sql": "{% macro bigquery__timestamp_add(datepart, interval, tstamp) %}\n timestamp_add({{tstamp}}, interval {{interval}} {{datepart}})\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9908297, "supported_languages": null}, "macro.snowplow_utils.databricks__timestamp_add": {"name": "databricks__timestamp_add", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.databricks__timestamp_add", "macro_sql": "{% macro databricks__timestamp_add(datepart, interval, tstamp) %}\n timestampadd({{datepart}}, {{interval}}, {{tstamp}})\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9911323, "supported_languages": null}, "macro.snowplow_utils.spark__timestamp_add": {"name": "spark__timestamp_add", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.spark__timestamp_add", "macro_sql": "{% macro spark__timestamp_add(datepart, interval, tstamp) %}\n {% if datepart|lower == 'week' %}\n timestamp_millis(cast(cast(unix_millis({{tstamp}}) as bigint) + (cast({{interval}} as bigint) * cast(3600 as bigint) * cast(24 as bigint) * cast(7 as bigint) * cast(1000 as bigint)) as bigint))\n {% elif datepart|lower == 'day' %}\n timestamp_millis(cast(cast(unix_millis({{tstamp}}) as bigint) + (cast({{interval}} as bigint) * cast(3600 as bigint) * cast(24 as bigint) * cast(1000 as bigint)) as bigint))\n {% elif datepart|lower == 'hour' %}\n timestamp_millis(cast(cast(unix_millis({{tstamp}}) as bigint) + (cast({{interval}} as bigint) * cast(3600 as bigint) * cast(1000 as bigint)) as bigint))\n {% elif datepart|lower == 'minute' %}\n timestamp_millis(cast(cast(unix_millis({{tstamp}}) as bigint) + (cast({{interval}} as bigint) * cast(60 as bigint) * cast(1000 as bigint)) as bigint))\n {% elif datepart|lower == 'second' %}\n timestamp_millis(cast(cast(unix_millis({{tstamp}}) as bigint) + cast({{interval}} as bigint) * cast(1000 as bigint) as bigint))\n {% elif datepart|lower == 'millisecond' %}\n timestamp_millis(cast(cast(unix_millis({{tstamp}}) as bigint) + cast({{interval}} as bigint) as bigint))\n {% else %}\n {{ exceptions.raise_compiler_error(\"Unsupported datepart for Spark: \" ~ datepart) }}\n {% endif %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.992733, "supported_languages": null}, "macro.snowplow_utils.cast_to_tstamp": {"name": "cast_to_tstamp", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.cast_to_tstamp", "macro_sql": "{% macro cast_to_tstamp(tstamp_literal) -%}\n {% if tstamp_literal is none or tstamp_literal|lower in ['null',''] %}\n cast(null as {{type_timestamp()}})\n {% else %}\n cast('{{tstamp_literal}}' as {{type_timestamp()}})\n {% endif %}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.type_timestamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.99331, "supported_languages": null}, "macro.snowplow_utils.to_unixtstamp": {"name": "to_unixtstamp", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.to_unixtstamp", "macro_sql": "\n\n\n{%- macro to_unixtstamp(tstamp) -%}\n {{ adapter.dispatch('to_unixtstamp', 'snowplow_utils') (tstamp) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.snowflake__to_unixtstamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9936504, "supported_languages": null}, "macro.snowplow_utils.default__to_unixtstamp": {"name": "default__to_unixtstamp", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.default__to_unixtstamp", "macro_sql": "\n\n\n{%- macro default__to_unixtstamp(tstamp) -%}\n date_part('epoch', {{ tstamp }})\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9938693, "supported_languages": null}, "macro.snowplow_utils.snowflake__to_unixtstamp": {"name": "snowflake__to_unixtstamp", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.snowflake__to_unixtstamp", "macro_sql": "\n\n\n{%- macro snowflake__to_unixtstamp(tstamp) -%}\n date_part('epoch_seconds', {{ tstamp }})\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9940798, "supported_languages": null}, "macro.snowplow_utils.bigquery__to_unixtstamp": {"name": "bigquery__to_unixtstamp", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.bigquery__to_unixtstamp", "macro_sql": "\n\n\n{%- macro bigquery__to_unixtstamp(tstamp) -%}\n unix_seconds({{ tstamp }})\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9942865, "supported_languages": null}, "macro.snowplow_utils.spark__to_unixtstamp": {"name": "spark__to_unixtstamp", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.spark__to_unixtstamp", "macro_sql": "\n\n{%- macro spark__to_unixtstamp(tstamp) -%}\n unix_timestamp({{ tstamp }})\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9945056, "supported_languages": null}, "macro.snowplow_utils.current_timestamp_in_utc": {"name": "current_timestamp_in_utc", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.current_timestamp_in_utc", "macro_sql": "{% macro current_timestamp_in_utc() -%}\n {{ return(adapter.dispatch('current_timestamp_in_utc', 'snowplow_utils')()) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.snowflake__current_timestamp_in_utc"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9948168, "supported_languages": null}, "macro.snowplow_utils.default__current_timestamp_in_utc": {"name": "default__current_timestamp_in_utc", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.default__current_timestamp_in_utc", "macro_sql": "{% macro default__current_timestamp_in_utc() %}\n {{current_timestamp()}}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.current_timestamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.995026, "supported_languages": null}, "macro.snowplow_utils.snowflake__current_timestamp_in_utc": {"name": "snowflake__current_timestamp_in_utc", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.snowflake__current_timestamp_in_utc", "macro_sql": "{% macro snowflake__current_timestamp_in_utc() %}\n convert_timezone('UTC', {{current_timestamp()}})::{{type_timestamp()}}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.current_timestamp", "macro.dbt.type_timestamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9952843, "supported_languages": null}, "macro.snowplow_utils.postgres__current_timestamp_in_utc": {"name": "postgres__current_timestamp_in_utc", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.postgres__current_timestamp_in_utc", "macro_sql": "{% macro postgres__current_timestamp_in_utc() %}\n (current_timestamp at time zone 'utc')::{{type_timestamp()}}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.type_timestamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9955275, "supported_languages": null}, "macro.snowplow_utils.redshift__current_timestamp_in_utc": {"name": "redshift__current_timestamp_in_utc", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/timestamp_functions.sql", "original_file_path": "macros/utils/cross_db/timestamp_functions.sql", "unique_id": "macro.snowplow_utils.redshift__current_timestamp_in_utc", "macro_sql": "{% macro redshift__current_timestamp_in_utc() %}\n {{ return(snowplow_utils.default__current_timestamp_in_utc()) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__current_timestamp_in_utc"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.995789, "supported_languages": null}, "macro.snowplow_utils.unnest": {"name": "unnest", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/unnest.sql", "original_file_path": "macros/utils/cross_db/unnest.sql", "unique_id": "macro.snowplow_utils.unnest", "macro_sql": "\n\n{%- macro unnest(id_column, unnest_column, field_alias, source_table, with_index=false) -%}\n {{ return(adapter.dispatch('unnest', 'snowplow_utils')(id_column, unnest_column, field_alias, source_table, with_index)) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.snowplow_utils.snowflake__unnest"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9979115, "supported_languages": null}, "macro.snowplow_utils.default__unnest": {"name": "default__unnest", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/unnest.sql", "original_file_path": "macros/utils/cross_db/unnest.sql", "unique_id": "macro.snowplow_utils.default__unnest", "macro_sql": "{% macro default__unnest(id_column, unnest_column, field_alias, source_table, with_index=false) %}\n {% if with_index %}\n select {{ id_column }}, posexplode({{ unnest_column }}) as (source_index, {{ field_alias }})\n {% else %}\n select {{ id_column }}, explode({{ unnest_column }}) as {{ field_alias }}\n {% endif %}\n from {{ source_table }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9985878, "supported_languages": null}, "macro.snowplow_utils.bigquery__unnest": {"name": "bigquery__unnest", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/unnest.sql", "original_file_path": "macros/utils/cross_db/unnest.sql", "unique_id": "macro.snowplow_utils.bigquery__unnest", "macro_sql": "{% macro bigquery__unnest(id_column, unnest_column, field_alias, source_table, with_index=false) %}\n select {{ id_column }}, r as {{ field_alias }} {% if with_index %}, source_index {% endif %}\n from {{ source_table }} t, unnest(t.{{ unnest_column }}) r {% if with_index %} WITH OFFSET AS source_index {% endif %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.9991882, "supported_languages": null}, "macro.snowplow_utils.snowflake__unnest": {"name": "snowflake__unnest", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/unnest.sql", "original_file_path": "macros/utils/cross_db/unnest.sql", "unique_id": "macro.snowplow_utils.snowflake__unnest", "macro_sql": "{% macro snowflake__unnest(id_column, unnest_column, field_alias, source_table, with_index=false) %}\n select t.{{ id_column }}, replace(r.value, '\"', '') as {{ field_alias }}\n {% if with_index %}, r.index as source_index {% endif %}\n from {{ source_table }} t, table(flatten(t.{{ unnest_column }})) r\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904552.999713, "supported_languages": null}, "macro.snowplow_utils.postgres__unnest": {"name": "postgres__unnest", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/unnest.sql", "original_file_path": "macros/utils/cross_db/unnest.sql", "unique_id": "macro.snowplow_utils.postgres__unnest", "macro_sql": "{% macro postgres__unnest(id_column, unnest_column, field_alias, source_table, with_index=false) %}\n select {{ id_column }}, trim(unnest({{ unnest_column }})) as {{ field_alias }}\n from {{ source_table }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0001285, "supported_languages": null}, "macro.snowplow_utils.redshift__unnest": {"name": "redshift__unnest", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/unnest.sql", "original_file_path": "macros/utils/cross_db/unnest.sql", "unique_id": "macro.snowplow_utils.redshift__unnest", "macro_sql": "{% macro redshift__unnest(id_column, unnest_column, field_alias, source_table, with_index=false) %}\n select {{ id_column }}, {{ field_alias }} {% if with_index %} , index as source_index {% endif %} \n from {{ source_table }} p, p.{{ unnest_column }} as {{ field_alias }}{% if with_index %} at index {% endif %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0007613, "supported_languages": null}, "macro.snowplow_utils.get_field": {"name": "get_field", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_field.sql", "original_file_path": "macros/utils/cross_db/get_field.sql", "unique_id": "macro.snowplow_utils.get_field", "macro_sql": "{% macro get_field(column_name, field_name, table_alias = none, type = none, array_index = none, relation = none) %}\n {{ return(adapter.dispatch('get_field', 'snowplow_utils')(column_name, field_name, table_alias, type, array_index, relation)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.snowflake__get_field"]}, "description": "This macro exists to make it easier to extract a field from our `unstruct_` and `contexts_` type columns for users in Snowflake, Databricks, and BigQuery (using a wildcard version number is only possible for BigQuery e.g. `column_name = 'contexts_nl_basjes_yauaa_context_1_*'`). The macro can handle type casting and selecting from arrays.\n\n#### Returns\n\nSQL snippet to select the field specified from the column\n\n#### Usage\n\nExtracting a single field\n```sql\n\nselect\n{{ snowplow_utils.get_field(column_name = 'contexts_nl_basjes_yauaa_context_1', \n field_name = 'agent_class', \n table_alias = 'a',\n type = 'string',\n array_index = 0)}} as yauaa_agent_class\nfrom \n my_events_table a\n\n```\n\nExtracting multiple fields\n```sql\n\nselect\n{% for field in [('field1', 'string'), ('field2', 'numeric'), ...] %}\n {{ snowplow_utils.get_field(column_name = 'contexts_nl_basjes_yauaa_context_1', \n field_name = field[0], \n table_alias = 'a',\n type = field[1],\n array_index = 0)}} as {{ field[0] }}\n{% endfor %}\n\nfrom \n my_events_table a\n\n```", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": "snowplow_utils://macros/utils/cross_db/cross_db_macros.yml", "arguments": [{"name": "column_name", "type": "string", "description": "Name of the column to extract the field from"}, {"name": "field_name", "type": "string", "description": "Name of the field to extract"}, {"name": "table_alias", "type": "string", "description": "(Optional) Alias of the table in your query that the column exists in. Default `none` (no table alias)"}, {"name": "type", "type": "string", "description": "(Optional) Type to cast the field to if required. Default `none` (no casting)"}, {"name": "array_index", "type": "integer", "description": "(Optional) Index of the array to select in case of multiple entries. Uses `SAFE_OFFSET` for BigQuery. Default `none` (not an array)"}], "created_at": 1728904554.5905123, "supported_languages": null}, "macro.snowplow_utils.bigquery__get_field": {"name": "bigquery__get_field", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_field.sql", "original_file_path": "macros/utils/cross_db/get_field.sql", "unique_id": "macro.snowplow_utils.bigquery__get_field", "macro_sql": "{% macro bigquery__get_field(column_name, field_name, table_alias = none, type = none, array_index = none, relation = none) %}\n\n{% if '*' in column_name %}\n {{ snowplow_utils.get_optional_fields(\n enabled=true,\n fields=[{'field': field_name, 'dtype': type or 'string' }],\n col_prefix=column_name|replace('_*', ''),\n relation=relation,\n relation_alias=table_alias,\n include_field_alias=false\n ) }}\n\n{% else %}\n{%- if type -%}cast({%- endif -%}{%- if table_alias -%}{{table_alias}}.{%- endif -%}{{column_name}}{%- if array_index is not none -%}[SAFE_OFFSET({{array_index}})]{%- endif -%}.{{field_name}}{%- if type %} as {{type}}){%- endif -%}\n{% endif %}\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.get_optional_fields"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0061693, "supported_languages": null}, "macro.snowplow_utils.spark__get_field": {"name": "spark__get_field", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_field.sql", "original_file_path": "macros/utils/cross_db/get_field.sql", "unique_id": "macro.snowplow_utils.spark__get_field", "macro_sql": "{% macro spark__get_field(column_name, field_name, table_alias = none, type = none, array_index = none, relation = none) %}\n{% if '*' in column_name %}\n {% do exceptions.raise_compiler_error('Wildcard schema versions are only supported for Bigquery, they are not supported for ' ~ target.type) %}\n{% else %}\n {%- if type is none -%}\n {%- if table_alias -%}{{table_alias}}.{%- endif -%}{{column_name}}{%- if array_index is not none -%}[{{array_index}}]{%- endif -%}.{{field_name}}\n {%- else -%}\n CAST(\n {%- if table_alias -%}{{table_alias}}.{%- endif -%}{{column_name}}{%- if array_index is not none -%}[{{array_index}}]{%- endif -%}.{{field_name}} AS {{type}}\n )\n {%- endif -%}\n{% endif %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.00787, "supported_languages": null}, "macro.snowplow_utils.snowflake__get_field": {"name": "snowflake__get_field", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_field.sql", "original_file_path": "macros/utils/cross_db/get_field.sql", "unique_id": "macro.snowplow_utils.snowflake__get_field", "macro_sql": "{% macro snowflake__get_field(column_name, field_name, table_alias = none, type = none, array_index = none, relation = none) %}\n{% if '*' in column_name %}\n {% do exceptions.raise_compiler_error('Wildcard schema versions are only supported for Bigquery, they are not supported for ' ~ target.type) %}\n{% else %}\n {%- if type is none and execute -%}\n {% do exceptions.warn(\"Warning: macro snowplow_utils.get_field is being used without a type provided, Snowflake will return a variant column in this case which is unlikely to be what you want.\") %}\n {%- endif -%}\n {%- if table_alias -%}{{table_alias}}.{%- endif -%}{{column_name}}{%- if array_index is not none -%}[{{array_index}}]{%- endif -%}:{{field_name}}{%- if type -%}::{{type}}{%- endif -%}\n{% endif %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0091956, "supported_languages": null}, "macro.snowplow_utils.default__get_field": {"name": "default__get_field", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/utils/cross_db/get_field.sql", "original_file_path": "macros/utils/cross_db/get_field.sql", "unique_id": "macro.snowplow_utils.default__get_field", "macro_sql": "{% macro default__get_field(column_name, field_name, table_alias = none, type = none, array_index = none, relation = none) %}\n\n{% if execute %}\n {% do exceptions.raise_compiler_error('Macro get_field only supports Bigquery, Snowflake, Spark, and Databricks, it is not supported for ' ~ target.type) %}\n{% endif %}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.009808, "supported_languages": null}, "macro.snowplow_utils.update_incremental_manifest_table": {"name": "update_incremental_manifest_table", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/update_incremental_manifest_table.sql", "original_file_path": "macros/incremental_hooks/update_incremental_manifest_table.sql", "unique_id": "macro.snowplow_utils.update_incremental_manifest_table", "macro_sql": "{% macro update_incremental_manifest_table(manifest_table, base_events_table, models, session_timestamp=var('snowplow__session_timestamp', 'load_tstamp')) -%}\n\n {{ return(adapter.dispatch('update_incremental_manifest_table', 'snowplow_utils')(manifest_table, base_events_table, models, session_timestamp)) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__update_incremental_manifest_table"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.012272, "supported_languages": null}, "macro.snowplow_utils.default__update_incremental_manifest_table": {"name": "default__update_incremental_manifest_table", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/update_incremental_manifest_table.sql", "original_file_path": "macros/incremental_hooks/update_incremental_manifest_table.sql", "unique_id": "macro.snowplow_utils.default__update_incremental_manifest_table", "macro_sql": "{% macro default__update_incremental_manifest_table(manifest_table, base_events_table, models, session_timestamp) -%}\n\n {% if models %}\n\n {% set last_success_query %}\n select\n b.model,\n a.last_success\n\n from\n (select max({{ session_timestamp }}) as last_success from {{ base_events_table }}) a,\n ({% for model in models %} select '{{model}}' as model {%- if not loop.last %} union all {% endif %} {% endfor %}) b\n\n where a.last_success is not null -- if run contains no data don't add to manifest\n {% endset %}\n\n merge into {{ manifest_table }} m\n using ( {{ last_success_query }} ) s\n on m.model = s.model\n when matched then\n update set last_success = greatest(m.last_success, s.last_success)\n when not matched then\n insert (model, last_success) values(model, last_success);\n\n {% if target.type == 'snowflake' %}\n commit;\n {% endif %}\n\n {% endif %}\n\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0132828, "supported_languages": null}, "macro.snowplow_utils.postgres__update_incremental_manifest_table": {"name": "postgres__update_incremental_manifest_table", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/update_incremental_manifest_table.sql", "original_file_path": "macros/incremental_hooks/update_incremental_manifest_table.sql", "unique_id": "macro.snowplow_utils.postgres__update_incremental_manifest_table", "macro_sql": "{% macro postgres__update_incremental_manifest_table(manifest_table, base_events_table, models, session_timestamp) -%}\n\n {% if models %}\n\n begin transaction;\n --temp table to find the greatest last_success per model.\n --this protects against partial backfills causing the last_success to move back in time.\n create temporary table snowplow_models_last_success (\n model varchar,\n last_success {{type_timestamp()}}\n );\n insert into snowplow_models_last_success (\n select\n a.model,\n greatest(a.last_success, b.last_success) as last_success\n\n from (\n\n select\n model,\n last_success\n\n from\n (select max({{ session_timestamp }}) as last_success from {{ base_events_table }}) as ls,\n ({% for model in models %} select '{{model}}' as model {%- if not loop.last %} union all {% endif %} {% endfor %}) as mod\n\n where last_success is not null -- if run contains no data don't add to manifest\n\n ) a\n left join {{ manifest_table }} b\n on a.model = b.model\n );\n\n delete from {{ manifest_table }} where model in (select model from snowplow_models_last_success);\n insert into {{ manifest_table }} (select * from snowplow_models_last_success);\n\n end transaction;\n\n drop table snowplow_models_last_success;\n\n {% endif %}\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.type_timestamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0141962, "supported_languages": null}, "macro.snowplow_utils.get_incremental_manifest_table_relation": {"name": "get_incremental_manifest_table_relation", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/get_incremental_manifest_table_relation.sql", "original_file_path": "macros/incremental_hooks/get_incremental_manifest_table_relation.sql", "unique_id": "macro.snowplow_utils.get_incremental_manifest_table_relation", "macro_sql": "{% macro get_incremental_manifest_table_relation(package_name) %}\n\n {%- set incremental_manifest_table = ref(package_name~'_incremental_manifest') -%}\n\n {{ return(incremental_manifest_table) }}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0147183, "supported_languages": null}, "macro.snowplow_utils.get_new_event_limits_table_relation": {"name": "get_new_event_limits_table_relation", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/get_new_event_limits_table_relation.sql", "original_file_path": "macros/incremental_hooks/get_new_event_limits_table_relation.sql", "unique_id": "macro.snowplow_utils.get_new_event_limits_table_relation", "macro_sql": "{% macro get_new_event_limits_table_relation(package_name) %}\n\n {%- set new_event_limits_table = ref(package_name~'_base_new_event_limits') -%}\n\n {{ return(new_event_limits_table) }}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0152104, "supported_languages": null}, "macro.snowplow_utils.get_run_limits": {"name": "get_run_limits", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/get_run_limits.sql", "original_file_path": "macros/incremental_hooks/get_run_limits.sql", "unique_id": "macro.snowplow_utils.get_run_limits", "macro_sql": "{% macro get_run_limits(min_last_success, max_last_success, models_matched_from_manifest, has_matched_all_models, start_date) -%}\n\n {% set start_tstamp = snowplow_utils.cast_to_tstamp(start_date) %}\n {% set min_last_success = snowplow_utils.cast_to_tstamp(min_last_success) %}\n {% set max_last_success = snowplow_utils.cast_to_tstamp(max_last_success) %}\n\n {% if not execute %}\n {{ return('') }}\n {% endif %}\n\n {% if models_matched_from_manifest == 0 %}\n {# If no snowplow models are in the manifest, start from start_tstamp #}\n {% do snowplow_utils.log_message(\"Snowplow: No data in manifest. Processing data from start_date\") %}\n\n {% set run_limits_query %}\n select {{start_tstamp}} as lower_limit,\n least({{ snowplow_utils.timestamp_add('day', var(\"snowplow__backfill_limit_days\", 30), start_tstamp) }},\n {{ snowplow_utils.current_timestamp_in_utc() }}) as upper_limit\n {% endset %}\n\n {% elif not has_matched_all_models %}\n {# If a new Snowplow model is added which isnt already in the manifest, replay all events up to upper_limit #}\n {% do snowplow_utils.log_message(\"Snowplow: New Snowplow incremental model. Backfilling\") %}\n\n {% set run_limits_query %}\n select {{ start_tstamp }} as lower_limit,\n least({{ max_last_success }},\n {{ snowplow_utils.timestamp_add('day', var(\"snowplow__backfill_limit_days\", 30), start_tstamp) }}) as upper_limit\n {% endset %}\n\n {% elif min_last_success != max_last_success %}\n {# If all models in the run exists in the manifest but are out of sync, replay from the min last success to the max last success #}\n {% do snowplow_utils.log_message(\"Snowplow: Snowplow incremental models out of sync. Syncing\") %}\n\n {% set run_limits_query %}\n select {{ snowplow_utils.timestamp_add('hour', -var(\"snowplow__lookback_window_hours\", 6), min_last_success) }} as lower_limit,\n least({{ max_last_success }},\n {{ snowplow_utils.timestamp_add('day', var(\"snowplow__backfill_limit_days\", 30), min_last_success) }}) as upper_limit\n {% endset %}\n\n {% else %}\n {# Else standard run of the model #}\n {% do snowplow_utils.log_message(\"Snowplow: Standard incremental run\") %}\n\n {% set run_limits_query %}\n select\n {{ snowplow_utils.timestamp_add('hour', -var(\"snowplow__lookback_window_hours\", 6), min_last_success) }} as lower_limit,\n least({{ snowplow_utils.timestamp_add('day', var(\"snowplow__backfill_limit_days\", 30), min_last_success) }},\n {{ snowplow_utils.current_timestamp_in_utc() }}) as upper_limit\n {% endset %}\n\n {% endif %}\n\n {{ return(run_limits_query) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.cast_to_tstamp", "macro.snowplow_utils.log_message", "macro.snowplow_utils.timestamp_add", "macro.snowplow_utils.current_timestamp_in_utc"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0196476, "supported_languages": null}, "macro.snowplow_utils.get_incremental_manifest_status": {"name": "get_incremental_manifest_status", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/get_incremental_manifest_status.sql", "original_file_path": "macros/incremental_hooks/get_incremental_manifest_status.sql", "unique_id": "macro.snowplow_utils.get_incremental_manifest_status", "macro_sql": "{% macro get_incremental_manifest_status(incremental_manifest_table, models_in_run) -%}\n\n {# In case of not execute just return empty strings to avoid hitting database #}\n {% if not execute %}\n {{ return(['', '', '', '']) }}\n {% endif %}\n\n {% set target_relation = adapter.get_relation(\n database=incremental_manifest_table.database,\n schema=incremental_manifest_table.schema,\n identifier=incremental_manifest_table.name) %}\n\n {% if target_relation is not none %}\n\n {% set last_success_query %}\n select min(last_success) as min_last_success,\n max(last_success) as max_last_success,\n coalesce(count(*), 0) as models\n from {{ incremental_manifest_table }}\n where model in ({{ snowplow_utils.print_list(models_in_run) }})\n {% endset %}\n\n {% set results = run_query(last_success_query) %}\n\n {% if execute %}\n\n {% set min_last_success = results.columns[0].values()[0] %}\n {% set max_last_success = results.columns[1].values()[0] %}\n {% set models_matched_from_manifest = results.columns[2].values()[0] %}\n {% set has_matched_all_models = true if models_matched_from_manifest == models_in_run|length else false %}\n\n {{ return([min_last_success, max_last_success, models_matched_from_manifest, has_matched_all_models]) }}\n\n {% endif %}\n\n\n {% else %}\n\n {% do exceptions.warn(\"Snowplow Warning: \" ~ incremental_manifest_table ~ \" does not exist. This is expected if you are compiling a fresh installation of the dbt-snowplow-* packages.\") %}\n\n {{ return(['9999-01-01 00:00:00', '9999-01-01 00:00:00', 0, false]) }}\n\n {% endif %}\n\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.print_list", "macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0233042, "supported_languages": null}, "macro.snowplow_utils.print_run_limits": {"name": "print_run_limits", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/get_incremental_manifest_status.sql", "original_file_path": "macros/incremental_hooks/get_incremental_manifest_status.sql", "unique_id": "macro.snowplow_utils.print_run_limits", "macro_sql": "{% macro print_run_limits(run_limits_relation, package= none) -%}\n\n {% set run_limits_query %}\n select lower_limit, upper_limit from {{ run_limits_relation }}\n {% endset %}\n\n {# Derive limits from manifest instead of selecting from limits table since run_query executes during 2nd parse the limits table is yet to be updated. #}\n {% set results = run_query(run_limits_query) %}\n\n {% if execute %}\n\n {% set lower_limit = snowplow_utils.tstamp_to_str(results.columns[0].values()[0]) %}\n {% set upper_limit = snowplow_utils.tstamp_to_str(results.columns[1].values()[0]) %}\n {% set run_limits_message = \"Snowplow: Processing data between \" + lower_limit + \" and \" + upper_limit %}\n {% if package %}\n {% set run_limits_message = run_limits_message + \" (\" + package + \")\" %}\n {% endif %}\n\n {% do snowplow_utils.log_message(run_limits_message) %}\n\n {% endif %}\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.run_query", "macro.snowplow_utils.tstamp_to_str", "macro.snowplow_utils.log_message"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0250018, "supported_languages": null}, "macro.snowplow_utils.get_session_lookback_limit": {"name": "get_session_lookback_limit", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/get_session_lookback_limit.sql", "original_file_path": "macros/incremental_hooks/get_session_lookback_limit.sql", "unique_id": "macro.snowplow_utils.get_session_lookback_limit", "macro_sql": "{% macro get_session_lookback_limit(lower_limit) %}\n\n {% if not execute %}\n {{ return('')}}\n {% endif %}\n\n {% set limit_query %}\n select\n {{ snowplow_utils.timestamp_add(\n 'day',\n -var(\"snowplow__session_lookback_days\", 365),\n lower_limit) }} as session_lookback_limit\n\n {% endset %}\n\n {% set results = run_query(limit_query) %}\n\n {% if execute %}\n\n {% set session_lookback_limit = snowplow_utils.cast_to_tstamp(results.columns[0].values()[0]) %}\n\n {{ return(session_lookback_limit) }}\n\n {% endif %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.timestamp_add", "macro.dbt.run_query", "macro.snowplow_utils.cast_to_tstamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0265405, "supported_languages": null}, "macro.snowplow_utils.get_enabled_snowplow_models": {"name": "get_enabled_snowplow_models", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/get_enabled_snowplow_models.sql", "original_file_path": "macros/incremental_hooks/get_enabled_snowplow_models.sql", "unique_id": "macro.snowplow_utils.get_enabled_snowplow_models", "macro_sql": "{% macro get_enabled_snowplow_models(package_name, graph_object=none, models_to_run=var(\"models_to_run\", \"\"), base_events_table_name='snowplow_base_events_this_run') -%}\n\n {# Override dbt graph object if graph_object is passed. Testing purposes #}\n {% if graph_object is not none %}\n {% set graph = graph_object %}\n {% endif %}\n\n {# models_to_run optionally passed using dbt ls command. This returns a string of models to be run. Split into list #}\n {% if models_to_run|length %}\n {% set selected_models = models_to_run.split(\" \") %}\n {% else %}\n {% set selected_models = none %}\n {% endif %}\n\n {% set enabled_models = [] %}\n {% set untagged_snowplow_models = [] %}\n {% set snowplow_model_tag = package_name+'_incremental' %}\n {% set snowplow_events_this_run_path = 'model.' + project_name + '.' + base_events_table_name %}\n\n {% if execute %}\n\n {% set nodes = graph.nodes.values() | selectattr(\"resource_type\", \"equalto\", \"model\") %}\n\n {% for node in nodes %}\n {# If selected_models is specified, filter for these models #}\n {% if selected_models is none or node.name in selected_models %}\n\n {% if node.config.enabled and snowplow_model_tag not in node.tags and snowplow_events_this_run_path in node.depends_on.nodes %}\n\n {%- do untagged_snowplow_models.append(node.name) -%}\n\n {% endif %}\n\n {% if node.config.enabled and snowplow_model_tag in node.tags %}\n\n {%- do enabled_models.append(node.name) -%}\n\n {% endif %}\n\n {% endif %}\n\n {% endfor %}\n\n {% if untagged_snowplow_models|length %}\n {#\n Prints warning for models that reference snowplow_base_events_this_run but are untagged as '{package_name}_incremental'\n Without this tagging these models will not be inserted into the manifest, breaking the incremental logic.\n Only catches first degree dependencies rather than all downstream models\n #}\n {%- do exceptions.raise_compiler_error(\"Snowplow Warning: Untagged models referencing '\"+snowplow_events_this_run_path+\"'. Please refer to the Snowplow docs on tagging. \"\n + \"Models: \"+ ', '.join(untagged_snowplow_models)) -%}\n\n {% endif %}\n\n {% if enabled_models|length == 0 %}\n {%- do exceptions.raise_compiler_error(\"No enabled models identified.\") -%}\n {% endif %}\n\n {% endif %}\n\n {{ return(enabled_models) }}\n\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0306447, "supported_languages": null}, "macro.snowplow_utils.snowplow_incremental_post_hook": {"name": "snowplow_incremental_post_hook", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/snowplow_incremental_post_hook.sql", "original_file_path": "macros/incremental_hooks/snowplow_incremental_post_hook.sql", "unique_id": "macro.snowplow_utils.snowplow_incremental_post_hook", "macro_sql": "{% macro snowplow_incremental_post_hook(package_name='snowplow', incremental_manifest_table_name=none, base_events_this_run_table_name=none, session_timestamp=var('snowplow__session_timestamp', 'load_tstamp')) %}\n\n {% set enabled_snowplow_models = snowplow_utils.get_enabled_snowplow_models(package_name) -%}\n\n {% set successful_snowplow_models = snowplow_utils.get_successful_models(models=enabled_snowplow_models) -%}\n\n {%- if incremental_manifest_table_name -%}\n {%- set incremental_manifest_table = ref(incremental_manifest_table_name) -%}\n {%- else -%}\n {% set incremental_manifest_table = snowplow_utils.get_incremental_manifest_table_relation(package_name) -%}\n {%- endif -%}\n\n {%- if base_events_this_run_table_name -%}\n {%- set base_events_this_run_table = ref(base_events_this_run_table_name) -%}\n {%- else -%}\n {% set base_events_this_run_table = ref(package_name~'_base_events_this_run') -%}\n {%- endif -%}\n\n {{ snowplow_utils.update_incremental_manifest_table(incremental_manifest_table, base_events_this_run_table, successful_snowplow_models, session_timestamp) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.get_enabled_snowplow_models", "macro.snowplow_utils.get_successful_models", "macro.snowplow_utils.get_incremental_manifest_table_relation", "macro.snowplow_utils.update_incremental_manifest_table"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0325677, "supported_languages": null}, "macro.snowplow_utils.quarantine_sessions": {"name": "quarantine_sessions", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/quarantine_sessions.sql", "original_file_path": "macros/incremental_hooks/quarantine_sessions.sql", "unique_id": "macro.snowplow_utils.quarantine_sessions", "macro_sql": "{% macro quarantine_sessions(package_name, max_session_length, src_relation=this) %}\n\n {{ return(adapter.dispatch('quarantine_sessions', 'snowplow_utils')(package_name, max_session_length, src_relation=this)) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__quarantine_sessions"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0339751, "supported_languages": null}, "macro.snowplow_utils.default__quarantine_sessions": {"name": "default__quarantine_sessions", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/quarantine_sessions.sql", "original_file_path": "macros/incremental_hooks/quarantine_sessions.sql", "unique_id": "macro.snowplow_utils.default__quarantine_sessions", "macro_sql": "{% macro default__quarantine_sessions(package_name, max_session_length, src_relation=this) %}\n\n {% set quarantined_sessions = ref(package_name~'_base_quarantined_sessions') %}\n\n {% set sessions_to_quarantine_sql = snowplow_utils.get_quarantine_sql(src_relation, max_session_length) %}\n\n merge into {{ quarantined_sessions }} trg\n using ({{ sessions_to_quarantine_sql }}) src\n on trg.session_id = src.session_id\n when not matched then insert (session_id) values(session_id);\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.get_quarantine_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0346136, "supported_languages": null}, "macro.snowplow_utils.postgres__quarantine_sessions": {"name": "postgres__quarantine_sessions", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/quarantine_sessions.sql", "original_file_path": "macros/incremental_hooks/quarantine_sessions.sql", "unique_id": "macro.snowplow_utils.postgres__quarantine_sessions", "macro_sql": "{% macro postgres__quarantine_sessions(package_name, max_session_length, src_relation=this) %}\n\n {% set quarantined_sessions = ref(package_name~'_base_quarantined_sessions') %}\n {% set sessions_to_quarantine_tmp = 'sessions_to_quarantine_tmp' %}\n\n begin;\n\n create temporary table {{ sessions_to_quarantine_tmp }} as (\n {{ snowplow_utils.get_quarantine_sql(src_relation, max_session_length) }}\n );\n\n delete from {{ quarantined_sessions }}\n where session_id in (select session_id from {{ sessions_to_quarantine_tmp }});\n\n insert into {{ quarantined_sessions }} (\n select session_id from {{ sessions_to_quarantine_tmp }});\n\n drop table {{ sessions_to_quarantine_tmp }};\n\n commit;\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.get_quarantine_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0354617, "supported_languages": null}, "macro.snowplow_utils.get_quarantine_sql": {"name": "get_quarantine_sql", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/quarantine_sessions.sql", "original_file_path": "macros/incremental_hooks/quarantine_sessions.sql", "unique_id": "macro.snowplow_utils.get_quarantine_sql", "macro_sql": "{% macro get_quarantine_sql(relation, max_session_length) %}\n\n {# Find sessions exceeding max_session_days #}\n {% set quarantine_sql -%}\n\n select\n session_id\n\n from {{ relation }}\n -- '=' since end_tstamp is restricted to start_tstamp + max_session_days\n where end_tstamp = {{ snowplow_utils.timestamp_add(\n 'day',\n max_session_length,\n 'start_tstamp'\n ) }}\n\n {%- endset %}\n\n {{ return(quarantine_sql) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.timestamp_add"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0360737, "supported_languages": null}, "macro.snowplow_utils.return_base_new_event_limits": {"name": "return_base_new_event_limits", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/return_base_new_event_limits.sql", "original_file_path": "macros/incremental_hooks/return_base_new_event_limits.sql", "unique_id": "macro.snowplow_utils.return_base_new_event_limits", "macro_sql": "{% macro return_base_new_event_limits(base_events_this_run) -%}\n\n {# In case of not execute just return empty strings to avoid hitting database #}\n {% if not execute %}\n {{ return(['','',''])}}\n {% endif %}\n\n {% set target_relation = adapter.get_relation(\n database=base_events_this_run.database,\n schema=base_events_this_run.schema,\n identifier=base_events_this_run.name) %}\n\n {% if target_relation is not none %}\n\n {% set limit_query %}\n select\n lower_limit,\n upper_limit,\n {{ snowplow_utils.timestamp_add('day',\n -var(\"snowplow__max_session_days\", 3),\n 'lower_limit') }} as session_start_limit\n\n from {{ base_events_this_run }}\n {% endset %}\n\n {% set results = run_query(limit_query) %}\n\n {% if execute %}\n\n {% set lower_limit = snowplow_utils.cast_to_tstamp(results.columns[0].values()[0]) %}\n {% set upper_limit = snowplow_utils.cast_to_tstamp(results.columns[1].values()[0]) %}\n {% set session_start_limit = snowplow_utils.cast_to_tstamp(results.columns[2].values()[0]) %}\n\n {{ return([lower_limit, upper_limit, session_start_limit]) }}\n\n {% endif %}\n\n {% else %}\n\n {% do exceptions.warn(\"Snowplow Warning: \" ~ base_events_this_run ~ \" does not exist. This is expected if you are compiling a fresh installation of the dbt-snowplow-* packages.\") %}\n\n {% set dummy_limit = snowplow_utils.cast_to_tstamp('9999-01-01 00:00:00') %}\n\n {{ return([dummy_limit, dummy_limit, dummy_limit]) }}\n\n {% endif %}\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.timestamp_add", "macro.dbt.run_query", "macro.snowplow_utils.cast_to_tstamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.039657, "supported_languages": null}, "macro.snowplow_utils.default__apply_grants": {"name": "default__apply_grants", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/apply_grants.sql", "original_file_path": "macros/incremental_hooks/apply_grants.sql", "unique_id": "macro.snowplow_utils.default__apply_grants", "macro_sql": "{% macro default__apply_grants(relation, grant_config={}, should_revoke=True) %}\n {# \n We only want to enforce this if the package user is managing grants this way - if they are doing it in database we should \n pass {} so that it's a no-op \n #}\n {% if (grant_config.get('select', []) or var('snowplow__grant_select_to', [])) and target.type != 'bigquery' %}\n {# Add our config to the grants from our variable #}\n {% do grant_config.update({'select': grant_config.get('select', []) + var('snowplow__grant_select_to', [])}) %}\n {% endif %}\n {# Call the original macro so we don't have to keep this in sync ourselves #}\n {{ dbt.default__apply_grants(relation, grant_config, should_revoke=True) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__apply_grants"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0417104, "supported_languages": null}, "macro.snowplow_utils.grant_usage_on_schemas_built_into": {"name": "grant_usage_on_schemas_built_into", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/apply_grants.sql", "original_file_path": "macros/incremental_hooks/apply_grants.sql", "unique_id": "macro.snowplow_utils.grant_usage_on_schemas_built_into", "macro_sql": "{% macro grant_usage_on_schemas_built_into(enabled=false) -%}\n\n {{ return(adapter.dispatch('grant_usage_on_schemas_built_into', 'snowplow_utils')(enabled)) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__grant_usage_on_schemas_built_into"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0420935, "supported_languages": null}, "macro.snowplow_utils.default__grant_usage_on_schemas_built_into": {"name": "default__grant_usage_on_schemas_built_into", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/apply_grants.sql", "original_file_path": "macros/incremental_hooks/apply_grants.sql", "unique_id": "macro.snowplow_utils.default__grant_usage_on_schemas_built_into", "macro_sql": "{% macro default__grant_usage_on_schemas_built_into(enabled=true) %}\n {% if enabled %}\n {% if execute %}\n {% set grant_list %}\n {% for schema in schemas %}\n {% for role in var('snowplow__grant_select_to', []) %}\n grant usage on schema {{ schema }} to {% if target.type == 'databricks' %}`{% else %}\"{% endif %}{{ role }}{% if target.type == 'databricks' %}`{% else %}\"{% endif %};\n {% endfor %}\n {% endfor %}\n {% endset %}\n {{ return(grant_list) }}\n {% endif %}\n {% endif %}\n {{ return(\"\") }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.043675, "supported_languages": null}, "macro.snowplow_utils.bigquery__grant_usage_on_schemas_built_into": {"name": "bigquery__grant_usage_on_schemas_built_into", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/apply_grants.sql", "original_file_path": "macros/incremental_hooks/apply_grants.sql", "unique_id": "macro.snowplow_utils.bigquery__grant_usage_on_schemas_built_into", "macro_sql": "{% macro bigquery__grant_usage_on_schemas_built_into(enabled=false) %}\n {# Bigquery doesn't need usage granted on schemas #}\n {{ return(\"\") }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0441937, "supported_languages": null}, "macro.snowplow_utils.get_successful_models": {"name": "get_successful_models", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/incremental_hooks/get_successful_models.sql", "original_file_path": "macros/incremental_hooks/get_successful_models.sql", "unique_id": "macro.snowplow_utils.get_successful_models", "macro_sql": "{% macro get_successful_models(models=[], run_results=results) -%}\n\n {% set successful_models = [] %}\n {# Remove the patch version from dbt version #}\n {% set dbt_version_trunc = dbt_version.split('.')[0:2]|join('.')|float %}\n\n {% if execute %}\n\n {% for res in run_results -%}\n {# Filter for models #}\n {% if res.node.unique_id.startswith('model.') %}\n\n {% set is_model_to_include = true if not models|length or res.node.name in models else false %}\n\n {# run_results schema changed between dbt v0.18 and v0.19 so different methods to define success #}\n {% if dbt_version_trunc <= 0.18 %}\n {% set skipped = true if res.status is none and res.skip else false %}\n {% set errored = true if res.status == 'ERROR' else false %}\n {% set success = true if not (skipped or errored) else false %}\n {% else %}\n {% set success = true if res.status == 'success' else false %}\n {% endif %}\n\n {% if success and is_model_to_include %}\n\n {%- do successful_models.append(res.node.name) -%}\n\n {% endif %}\n\n {% endif %}\n\n {% endfor %}\n\n {{ return(successful_models) }}\n\n {% endif %}\n\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0482442, "supported_languages": null}, "macro.snowplow_utils.base_create_snowplow_incremental_manifest": {"name": "base_create_snowplow_incremental_manifest", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/base/base_create_snowplow_incremental_manifest.sql", "original_file_path": "macros/base/base_create_snowplow_incremental_manifest.sql", "unique_id": "macro.snowplow_utils.base_create_snowplow_incremental_manifest", "macro_sql": "{% macro base_create_snowplow_incremental_manifest() %}\n\n {% set create_manifest_query %}\n with prep as (\n select\n cast(null as {{ snowplow_utils.type_max_string() }}) model,\n cast('1970-01-01' as {{ type_timestamp() }}) as last_success\n )\n\n select *\n\n from prep\n where false\n {% endset %}\n\n {{ return(create_manifest_query) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.type_max_string", "macro.dbt.type_timestamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0489788, "supported_languages": null}, "macro.snowplow_utils.base_create_snowplow_events_this_run": {"name": "base_create_snowplow_events_this_run", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/base/base_create_snowplow_events_this_run.sql", "original_file_path": "macros/base/base_create_snowplow_events_this_run.sql", "unique_id": "macro.snowplow_utils.base_create_snowplow_events_this_run", "macro_sql": "{% macro base_create_snowplow_events_this_run(sessions_this_run_table='snowplow_base_sessions_this_run', session_identifiers=[{\"schema\" : \"atomic\", \"field\" : \"domain_sessionid\"}], session_sql=none, session_timestamp='load_tstamp', derived_tstamp_partitioned=true, days_late_allowed=3, max_session_days=3, app_ids=[], snowplow_events_database=none, snowplow_events_schema='atomic', snowplow_events_table='events', entities_or_sdes=none, custom_sql=none, allow_null_dvce_tstamps=false) %}\n {{ return(adapter.dispatch('base_create_snowplow_events_this_run', 'snowplow_utils')(sessions_this_run_table, session_identifiers, session_sql, session_timestamp, derived_tstamp_partitioned, days_late_allowed, max_session_days, app_ids, snowplow_events_database, snowplow_events_schema, snowplow_events_table, entities_or_sdes, custom_sql, allow_null_dvce_tstamps)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__base_create_snowplow_events_this_run"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.0891862, "supported_languages": null}, "macro.snowplow_utils.default__base_create_snowplow_events_this_run": {"name": "default__base_create_snowplow_events_this_run", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/base/base_create_snowplow_events_this_run.sql", "original_file_path": "macros/base/base_create_snowplow_events_this_run.sql", "unique_id": "macro.snowplow_utils.default__base_create_snowplow_events_this_run", "macro_sql": "{% macro default__base_create_snowplow_events_this_run(sessions_this_run_table, session_identifiers, session_sql, session_timestamp, derived_tstamp_partitioned, days_late_allowed, max_session_days, app_ids, snowplow_events_database, snowplow_events_schema, snowplow_events_table, entities_or_sdes, custom_sql, allow_null_dvce_tstamps) %}\n {%- set lower_limit, upper_limit = snowplow_utils.return_limits_from_model(ref(sessions_this_run_table),\n 'start_tstamp',\n 'end_tstamp') %}\n {% set sessions_this_run = ref(sessions_this_run_table) %}\n {% set snowplow_events = api.Relation.create(database=snowplow_events_database, schema=snowplow_events_schema, identifier=snowplow_events_table) %}\n\n {% set events_this_run_query %}\n with identified_events AS (\n select\n {% if session_sql %}\n {{ session_sql }} as session_identifier,\n {% else -%}\n COALESCE(\n {% for identifier in session_identifiers %}\n {%- if identifier['schema']|lower != 'atomic' -%}\n {{ snowplow_utils.get_field(identifier['schema'], identifier['field'], 'e', dbt.type_string(), 0, snowplow_events) }}\n {%- else -%}\n e.{{identifier['field']}}\n {%- endif -%}\n ,\n {%- endfor -%}\n NULL\n ) as session_identifier,\n {%- endif %}\n e.*\n\n from {{ snowplow_events }} e\n\n )\n\n select\n a.*\n ,b.user_identifier -- take user_identifier from manifest. This ensures only 1 domain_userid per session.\n {% if custom_sql %}\n , {{ custom_sql }}\n {% endif %}\n\n from identified_events as a\n inner join {{ sessions_this_run }} as b\n on a.session_identifier = b.session_identifier\n\n where a.{{ session_timestamp }} <= {{ snowplow_utils.timestamp_add('day', max_session_days, 'b.start_tstamp') }}\n \n {% if allow_null_dvce_tstamps %}\n and coalesce(a.dvce_sent_tstamp, a.collector_tstamp) <= {{ snowplow_utils.timestamp_add('day', days_late_allowed, 'coalesce(a.dvce_created_tstamp, a.collector_tstamp)') }}\n {% else %}\n and a.dvce_sent_tstamp <= {{ snowplow_utils.timestamp_add('day', days_late_allowed, 'a.dvce_created_tstamp') }}\n {% endif %}\n \n and a.{{ session_timestamp }} >= {{ lower_limit }}\n and a.{{ session_timestamp }} <= {{ upper_limit }}\n and a.{{ session_timestamp }} >= b.start_tstamp -- deal with late loading events\n\n {% if derived_tstamp_partitioned and target.type == 'bigquery' | as_bool() %}\n and a.derived_tstamp >= {{ snowplow_utils.timestamp_add('hour', -1, lower_limit) }}\n and a.derived_tstamp <= {{ upper_limit }}\n {% endif %}\n\n and {{ snowplow_utils.app_id_filter(app_ids) }}\n\n qualify row_number() over (partition by a.event_id order by a.{{ session_timestamp }}, a.dvce_created_tstamp) = 1\n {% endset %}\n\n {{ return(events_this_run_query) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.return_limits_from_model", "macro.snowplow_utils.get_field", "macro.dbt.type_string", "macro.snowplow_utils.timestamp_add", "macro.snowplow_utils.app_id_filter"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.093068, "supported_languages": null}, "macro.snowplow_utils.postgres__base_create_snowplow_events_this_run": {"name": "postgres__base_create_snowplow_events_this_run", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/base/base_create_snowplow_events_this_run.sql", "original_file_path": "macros/base/base_create_snowplow_events_this_run.sql", "unique_id": "macro.snowplow_utils.postgres__base_create_snowplow_events_this_run", "macro_sql": "{% macro postgres__base_create_snowplow_events_this_run(sessions_this_run_table, session_identifiers, session_sql, session_timestamp, derived_tstamp_partitioned, days_late_allowed, max_session_days, app_ids, snowplow_events_database, snowplow_events_schema, snowplow_events_table, entities_or_sdes, custom_sql, allow_null_dvce_tstamps) %}\n {%- set lower_limit, upper_limit = snowplow_utils.return_limits_from_model(ref(sessions_this_run_table),\n 'start_tstamp',\n 'end_tstamp') %}\n\n\n {# Get all the session and user contexts extracted and ready to join later #}\n {% set unique_session_identifiers = dict() %} {# need to avoid duplicate contexts when values come from the same one, so just use the first of that context #}\n\n {% if session_identifiers %}\n {% for identifier in session_identifiers %}\n {% if identifier['schema']|lower != 'atomic' and identifier['schema'] not in unique_session_identifiers %}\n {% do unique_session_identifiers.update({identifier['schema']: identifier}) %}\n {%- endif -%}\n {% if identifier['schema'] in unique_session_identifiers.keys() %}\n {% if identifier['alias'] != unique_session_identifiers[identifier['schema']]['alias'] or identifier['prefix'] != unique_session_identifiers[identifier['schema']]['prefix'] %}\n {% do exceptions.warn(\"Snowplow Warning: Duplicate context ( \" ~ identifier['schema'] ~\" ) detected for session identifiers, using first alias and prefix provided ( \" ~ unique_session_identifiers[identifier['schema']] ~ \" ) in base events this run.\") %}\n {% endif %}\n {% endif %}\n {% endfor %}\n {% endif %}\n\n {# check uniqueness of entity/sde names provided, warn those also in session identifiers #}\n {% if entities_or_sdes %}\n {% set ent_sde_names = [] %}\n {% for ent_or_sde in entities_or_sdes %}\n {% do ent_sde_names.append(ent_or_sde['schema']) %}\n {% if ent_or_sde['schema'] in unique_session_identifiers.keys() %}\n {% if ent_or_sde['alias'] != unique_session_identifiers[ent_or_sde['schema']]['alias'] or ent_or_sde['prefix'] != unique_session_identifiers[ent_or_sde['schema']]['prefix'] %}\n {% do exceptions.warn(\"Snowplow Warning: Context or SDE ( \" ~ ent_or_sde['schema'] ~ \" ) used for session_identifier is being included, using alias and prefix from session_identifier ( \" ~ unique_session_identifiers[ent_or_sde['schema']] ~ \" ).\") %}\n {% endif %}\n {% endif %}\n {% endfor %}\n {% if ent_sde_names | unique | list | length != entities_or_sdes | length %}\n {% do exceptions.raise_compiler_error(\"There are duplicate schema names in your provided `entities_or_sdes` list. Please correct this before proceeding.\")%}\n {% endif %}\n {% endif %}\n\n {% set sessions_this_run = ref(sessions_this_run_table) %}\n {% set snowplow_events = api.Relation.create(database=snowplow_events_database, schema=snowplow_events_schema, identifier=snowplow_events_table) %}\n\n {% set events_this_run_query %}\n with\n\n {# Extract the session identifier contexts into CTEs #}\n {% if unique_session_identifiers -%}\n {% for identifier in unique_session_identifiers.values() %}\n {% if identifier['schema']|lower != 'atomic' %}\n {{ snowplow_utils.get_sde_or_context(snowplow_events_schema, identifier['schema'], lower_limit, upper_limit, identifier['prefix'], database=snowplow_events_database) }},\n {%- endif -%}\n {% endfor %}\n {% endif %}\n\n {# Extract the entitity/sde contexts into CTEs UNLESS they are in the session already #}\n {%- if entities_or_sdes -%}\n {%- for ent_or_sde in entities_or_sdes -%}\n {%- set name = none -%}\n {%- set prefix = none -%}\n {%- set single_entity = true -%}\n {%- if ent_or_sde['schema'] -%}\n {%- set name = ent_or_sde['schema'] -%}\n {%- else -%}\n {%- do exceptions.raise_compiler_error(\"Need to specify the schema name of your Entity or SDE using the {'schema'} attribute in a key-value map.\") -%}\n {%- endif -%}\n {%- if ent_or_sde['prefix'] -%}\n {%- set prefix = ent_or_sde['prefix'] -%}\n {%- else -%}\n {%- set prefix = name -%}\n {%- endif -%}\n {%- if ent_or_sde['single_entity'] and ent_or_sde['single_entity'] is boolean -%}\n {%- set single_entity = ent_or_sde['single_entity'] -%}\n {%- endif %}\n {% if ent_or_sde['schema'] not in unique_session_identifiers.keys() %} {# Exclude any that we have already made above #}\n {{ snowplow_utils.get_sde_or_context(snowplow_events_schema, name, lower_limit, upper_limit, prefix, single_entity, database=snowplow_events_database) }},\n {% endif %}\n {% endfor -%}\n {%- endif %}\n\n identified_events AS (\n select\n {% if session_sql -%}\n {{ session_sql }} as session_identifier,\n {% else -%}\n COALESCE(\n {% for identifier in session_identifiers %}\n {%- if identifier['schema']|lower != 'atomic' %}\n {# Use the parsed version of the context to ensure we have the right alias and prefix #}\n {% set uniq_iden = unique_session_identifiers[identifier['schema']] %}\n {% if uniq_iden['alias'] %}{{uniq_iden['alias']}}{% else %}{{uniq_iden['schema']}}{% endif %}.{% if uniq_iden['prefix'] %}{{ uniq_iden['prefix'] }}{% else %}{{ uniq_iden['schema']}}{% endif %}_{{identifier['field']}}\n {%- else %}\n e.{{identifier['field']}}\n {%- endif -%}\n ,\n {%- endfor -%}\n NULL\n ) as session_identifier,\n {%- endif %}\n e.*\n\n from {{ snowplow_events }} e\n {% if unique_session_identifiers|length > 0 %}\n {% for identifier in unique_session_identifiers.values() %}\n {%- if identifier['schema']|lower != 'atomic' -%}\n left join {{ identifier['schema'] }} {% if identifier['alias'] %}as {{ identifier['alias'] }}{% endif %} on e.event_id = {% if identifier['alias'] %}{{ identifier['alias']}}{% else %}{{ identifier['schema'] }}{% endif %}.{{identifier['prefix']}}__id and e.collector_tstamp = {% if identifier['alias'] %}{{ identifier['alias']}}{% else %}{{ identifier['schema'] }}{% endif %}.{{ identifier['prefix'] }}__tstamp\n {% endif -%}\n {% endfor %}\n {% endif %}\n\n ), events_this_run as (\n\n select\n a.*,\n b.user_identifier, -- take user_identifier from manifest. This ensures only 1 domain_userid per session.\n row_number() over (partition by a.event_id order by a.{{ session_timestamp }}, a.dvce_created_tstamp ) as event_id_dedupe_index,\n count(*) over (partition by a.event_id) as event_id_dedupe_count\n\n from identified_events as a\n inner join {{ sessions_this_run }} as b\n on a.session_identifier = b.session_identifier\n\n where a.{{ session_timestamp }} <= {{ snowplow_utils.timestamp_add('day', max_session_days, 'b.start_tstamp') }}\n {% if allow_null_dvce_tstamps %}\n and coalesce(a.dvce_sent_tstamp, a.collector_tstamp) <= {{ snowplow_utils.timestamp_add('day', days_late_allowed, 'coalesce(a.dvce_created_tstamp, a.collector_tstamp)') }}\n {% else %}\n and a.dvce_sent_tstamp <= {{ snowplow_utils.timestamp_add('day', days_late_allowed, 'a.dvce_created_tstamp') }}\n {% endif %}\n and a.{{ session_timestamp }} >= {{ lower_limit }}\n and a.{{ session_timestamp }} <= {{ upper_limit }}\n and a.{{ session_timestamp }} >= b.start_tstamp -- deal with late loading events\n and {{ snowplow_utils.app_id_filter(app_ids) }}\n\n )\n\n select \n *\n {% if custom_sql %}\n , {{ custom_sql }}\n {%- endif %}\n\n from events_this_run as e\n {%- if entities_or_sdes -%}\n {% for ent_or_sde in entities_or_sdes -%}\n {%- set name = none -%}\n {%- set prefix = none -%}\n {%- set single_entity = true -%}\n {%- set alias = none -%}\n {%- if ent_or_sde['schema'] -%}\n {%- set name = ent_or_sde['schema'] -%}\n {%- else -%}\n {%- do exceptions.raise_compiler_error(\"Need to specify the schema name of your Entity or SDE using the {'schema'} attribute in a key-value map.\") -%}\n {%- endif -%}\n {%- if ent_or_sde['prefix'] and name not in unique_session_identifiers.keys() -%}\n {%- set prefix = ent_or_sde['prefix'] -%}\n {%- elif name in unique_session_identifiers.keys() and unique_session_identifiers.get(name, {}).get('prefix') -%}\n {%- set prefix = unique_session_identifiers[name]['prefix'] -%}\n {%- else -%}\n {%- set prefix = name -%}\n {%- endif -%}\n {%- if ent_or_sde['single_entity'] and ent_or_sde['single_entity'] is boolean -%}\n {%- set single_entity = ent_or_sde['single_entity'] -%}\n {%- endif -%}\n {%- if ent_or_sde['alias'] and name not in unique_session_identifiers.keys() -%}\n {%- set alias = ent_or_sde['alias'] -%}\n {%- elif name in unique_session_identifiers.keys() and unique_session_identifiers.get(name, {}).get('alias') -%}\n {%- set alias = unique_session_identifiers[name] -%}\n {%- endif %}\n left join {{name}} {% if alias -%} as {{ alias }} {%- endif %} on e.event_id = {% if alias -%} {{ alias }} {%- else -%}{{name}}{%- endif %}.{{prefix}}__id\n and e.collector_tstamp = {% if alias -%} {{ alias }} {%- else -%}{{name}}{%- endif %}.{{prefix}}__tstamp\n {% if not single_entity -%} and mod({% if alias -%} {{ alias }} {%- else -%}{{name}}{%- endif %}.{{prefix}}__index, e.event_id_dedupe_count) = 0{%- endif -%}\n {% endfor %}\n {% endif %}\n where event_id_dedupe_index = 1\n\n {% endset %}\n\n {{ return(events_this_run_query) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.return_limits_from_model", "macro.snowplow_utils.get_sde_or_context", "macro.snowplow_utils.timestamp_add", "macro.snowplow_utils.app_id_filter"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1086078, "supported_languages": null}, "macro.snowplow_utils.spark__base_create_snowplow_events_this_run": {"name": "spark__base_create_snowplow_events_this_run", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/base/base_create_snowplow_events_this_run.sql", "original_file_path": "macros/base/base_create_snowplow_events_this_run.sql", "unique_id": "macro.snowplow_utils.spark__base_create_snowplow_events_this_run", "macro_sql": "{% macro spark__base_create_snowplow_events_this_run(sessions_this_run_table, session_identifiers, session_sql, session_timestamp, derived_tstamp_partitioned, days_late_allowed, max_session_days, app_ids, snowplow_events_database, snowplow_events_schema, snowplow_events_table, entities_or_sdes, custom_sql, allow_null_dvce_tstamps) %}\n {%- set lower_limit, upper_limit = snowplow_utils.return_limits_from_model(ref(sessions_this_run_table),\n 'start_tstamp',\n 'end_tstamp') %}\n {% set sessions_this_run = ref(sessions_this_run_table) %}\n {% set snowplow_events = api.Relation.create(database=snowplow_events_database, schema=snowplow_events_schema, identifier=snowplow_events_table) %}\n\n {% set events_this_run_query %}\n with identified_events AS (\n select\n {% if session_sql %}\n {{ session_sql }} as session_identifier,\n {% else -%}\n COALESCE(\n {% for identifier in session_identifiers %}\n {%- if identifier['schema']|lower != 'atomic' -%}\n {{ snowplow_utils.get_field(identifier['schema'], identifier['field'], 'e', dbt.type_string(), 0, snowplow_events) }}\n {%- else -%}\n e.{{identifier['field']}}\n {%- endif -%}\n ,\n {%- endfor -%}\n NULL\n ) as session_identifier,\n {%- endif %}\n e.*,\n row_number() over (partition by event_id order by {{ session_timestamp }}, dvce_created_tstamp) as event_id_dedupe_index\n\n from {{ snowplow_events }} e\n\n )\n\n select\n a.*\n ,b.user_identifier -- take user_identifier from manifest. This ensures only 1 domain_userid per session.\n {% if custom_sql %}\n , {{ custom_sql }}\n {% endif %}\n\n from identified_events as a\n inner join {{ sessions_this_run }} as b\n on a.session_identifier = b.session_identifier\n\n where a.{{ session_timestamp }} <= {{ snowplow_utils.timestamp_add('day', max_session_days, 'b.start_tstamp') }}\n {% if allow_null_dvce_tstamps %}\n and coalesce(a.dvce_sent_tstamp, a.collector_tstamp) <= {{ snowplow_utils.timestamp_add('day', days_late_allowed, 'coalesce(a.dvce_created_tstamp, a.collector_tstamp)') }}\n {% else %}\n and a.dvce_sent_tstamp <= {{ snowplow_utils.timestamp_add('day', days_late_allowed, 'a.dvce_created_tstamp') }}\n {% endif %}\n and a.{{ session_timestamp }} >= {{ lower_limit }}\n and a.{{ session_timestamp }} <= {{ upper_limit }}\n and a.{{ session_timestamp }} >= b.start_tstamp -- deal with late loading events\n\n {% if derived_tstamp_partitioned and target.type == 'bigquery' | as_bool() %}\n and a.derived_tstamp >= {{ snowplow_utils.timestamp_add('hour', -1, lower_limit) }}\n and a.derived_tstamp <= {{ upper_limit }}\n {% endif %}\n\n and {{ snowplow_utils.app_id_filter(app_ids) }}\n\n and a.event_id_dedupe_index = 1\n {% endset %}\n\n {{ return(events_this_run_query) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.return_limits_from_model", "macro.snowplow_utils.get_field", "macro.dbt.type_string", "macro.snowplow_utils.timestamp_add", "macro.snowplow_utils.app_id_filter"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1122696, "supported_languages": null}, "macro.snowplow_utils.base_create_snowplow_quarantined_sessions": {"name": "base_create_snowplow_quarantined_sessions", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/base/base_create_snowplow_quarantined_sessions.sql", "original_file_path": "macros/base/base_create_snowplow_quarantined_sessions.sql", "unique_id": "macro.snowplow_utils.base_create_snowplow_quarantined_sessions", "macro_sql": "{% macro base_create_snowplow_quarantined_sessions() %}\n\n {% set create_quarantined_query %}\n with prep as (\n select\n {% if target.type == 'redshift' %} {# Done because max causes errors when used in subquery, #}\n cast(null as varchar(6000)) session_identifier\n {% else %}\n cast(null as {{ snowplow_utils.type_max_string() }}) session_identifier\n {% endif %}\n )\n\n select *\n\n from prep\n where false\n\n {% endset %}\n\n {{ return(create_quarantined_query) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.type_max_string"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.113177, "supported_languages": null}, "macro.snowplow_utils.base_create_snowplow_sessions_this_run": {"name": "base_create_snowplow_sessions_this_run", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/base/base_create_snowplow_sessions_this_run.sql", "original_file_path": "macros/base/base_create_snowplow_sessions_this_run.sql", "unique_id": "macro.snowplow_utils.base_create_snowplow_sessions_this_run", "macro_sql": "{% macro base_create_snowplow_sessions_this_run(lifecycle_manifest_table='snowplow_base_sessions_lifecycle_manifest', new_event_limits_table='snowplow_base_new_event_limits') %}\n {% set lifecycle_manifest = ref(lifecycle_manifest_table) %}\n {% set new_event_limits = ref(new_event_limits_table) %}\n {%- set lower_limit,\n upper_limit,\n session_start_limit = snowplow_utils.return_base_new_event_limits(new_event_limits) %}\n\n {% set sessions_sql %}\n\n\n select\n s.session_identifier,\n s.user_identifier,\n s.start_tstamp,\n -- end_tstamp used in next step to limit events. When backfilling, set end_tstamp to upper_limit if end_tstamp > upper_limit.\n -- This ensures we don't accidentally process events after upper_limit\n case when s.end_tstamp > {{ upper_limit }} then {{ upper_limit }} else s.end_tstamp end as end_tstamp\n\n from {{ lifecycle_manifest }} s\n\n where\n -- General window of start_tstamps to limit table scans. Logic complicated by backfills.\n -- To be within the run, session start_tstamp must be >= lower_limit - max_session_days as we limit end_tstamp in manifest to start_tstamp + max_session_days\n s.start_tstamp >= {{ session_start_limit }}\n and s.start_tstamp <= {{ upper_limit }}\n -- Select sessions within window that either; start or finish between lower & upper limit, start and finish outside of lower and upper limits\n and not (s.start_tstamp > {{ upper_limit }} or s.end_tstamp < {{ lower_limit }})\n {% endset %}\n\n {{ return(sessions_sql) }}\n{% endmacro%}", "depends_on": {"macros": ["macro.snowplow_utils.return_base_new_event_limits"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1149585, "supported_languages": null}, "macro.snowplow_utils.base_quarantine_sessions": {"name": "base_quarantine_sessions", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/base/base_quarantine_sessions.sql", "original_file_path": "macros/base/base_quarantine_sessions.sql", "unique_id": "macro.snowplow_utils.base_quarantine_sessions", "macro_sql": "{% macro base_quarantine_sessions(max_session_length, quarantined_sessions='snowplow_base_quarantined_sessions', src_relation=this) %}\n\n {{ return(adapter.dispatch('base_quarantine_sessions', 'snowplow_utils')(max_session_length, quarantined_sessions, src_relation)) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__base_quarantine_sessions"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1166875, "supported_languages": null}, "macro.snowplow_utils.default__base_quarantine_sessions": {"name": "default__base_quarantine_sessions", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/base/base_quarantine_sessions.sql", "original_file_path": "macros/base/base_quarantine_sessions.sql", "unique_id": "macro.snowplow_utils.default__base_quarantine_sessions", "macro_sql": "{% macro default__base_quarantine_sessions(max_session_length, quarantined_sessions_str, src_relation) %}\n {% set quarantined_sessions = ref(quarantined_sessions_str) %}\n\n {% set sessions_to_quarantine_sql = snowplow_utils.base_get_quarantine_sql(src_relation, max_session_length) %}\n\n {% set quarantine_query %}\n\n merge into {{ quarantined_sessions }} trg\n using ({{ sessions_to_quarantine_sql }}) src\n on trg.session_identifier = src.session_identifier\n when not matched then insert (session_identifier) values(session_identifier);\n\n {% endset %}\n\n {{ return(quarantine_query) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.base_get_quarantine_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1174483, "supported_languages": null}, "macro.snowplow_utils.postgres__base_quarantine_sessions": {"name": "postgres__base_quarantine_sessions", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/base/base_quarantine_sessions.sql", "original_file_path": "macros/base/base_quarantine_sessions.sql", "unique_id": "macro.snowplow_utils.postgres__base_quarantine_sessions", "macro_sql": "{% macro postgres__base_quarantine_sessions(max_session_length, quarantined_sessions_str, src_relation) %}\n\n {% set quarantined_sessions = ref(quarantined_sessions_str) %}\n {% set sessions_to_quarantine_tmp = 'sessions_to_quarantine_tmp' %}\n\n begin;\n\n create temporary table {{ sessions_to_quarantine_tmp }} as (\n {{ snowplow_utils.base_get_quarantine_sql(src_relation, max_session_length) }}\n );\n\n delete from {{ quarantined_sessions }}\n where session_identifier in (select session_identifier from {{ sessions_to_quarantine_tmp }});\n\n insert into {{ quarantined_sessions }} (\n select session_identifier from {{ sessions_to_quarantine_tmp }});\n\n drop table {{ sessions_to_quarantine_tmp }};\n\n commit;\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.base_get_quarantine_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1182177, "supported_languages": null}, "macro.snowplow_utils.base_get_quarantine_sql": {"name": "base_get_quarantine_sql", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/base/base_quarantine_sessions.sql", "original_file_path": "macros/base/base_quarantine_sessions.sql", "unique_id": "macro.snowplow_utils.base_get_quarantine_sql", "macro_sql": "{% macro base_get_quarantine_sql(relation, max_session_length) %}\n\n {# Find sessions exceeding max_session_days #}\n {% set quarantine_sql -%}\n\n select\n session_identifier\n\n from {{ relation }}\n -- '=' since end_tstamp is restricted to start_tstamp + max_session_days\n where end_tstamp = {{ snowplow_utils.timestamp_add(\n 'day',\n max_session_length,\n 'start_tstamp'\n ) }}\n\n {%- endset %}\n\n {{ return(quarantine_sql) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.timestamp_add"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1188245, "supported_languages": null}, "macro.snowplow_utils.base_create_snowplow_sessions_lifecycle_manifest": {"name": "base_create_snowplow_sessions_lifecycle_manifest", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/base/base_create_snowplow_sessions_lifecycle_manifest.sql", "original_file_path": "macros/base/base_create_snowplow_sessions_lifecycle_manifest.sql", "unique_id": "macro.snowplow_utils.base_create_snowplow_sessions_lifecycle_manifest", "macro_sql": "{% macro base_create_snowplow_sessions_lifecycle_manifest(session_identifiers=[{\"schema\": \"atomic\", \"field\" : \"domain_sessionid\"}], session_sql=none, session_timestamp='load_tstamp', user_identifiers=[{\"schema\": \"atomic\", \"field\" : \"domain_userid\"}], user_sql=none, quarantined_sessions=none, derived_tstamp_partitioned=true, days_late_allowed=3, max_session_days=3, app_ids=[], snowplow_events_database=none, snowplow_events_schema='atomic', snowplow_events_table='events', event_limits_table='snowplow_base_new_event_limits', incremental_manifest_table='snowplow_incremental_manifest', package_name='snowplow', allow_null_dvce_tstamps=false) %}\n {{ return(adapter.dispatch('base_create_snowplow_sessions_lifecycle_manifest', 'snowplow_utils')(session_identifiers, session_sql, session_timestamp, user_identifiers, user_sql, quarantined_sessions, derived_tstamp_partitioned, days_late_allowed, max_session_days, app_ids, snowplow_events_database, snowplow_events_schema, snowplow_events_table, event_limits_table, incremental_manifest_table, package_name, allow_null_dvce_tstamps)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__base_create_snowplow_sessions_lifecycle_manifest"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1383038, "supported_languages": null}, "macro.snowplow_utils.default__base_create_snowplow_sessions_lifecycle_manifest": {"name": "default__base_create_snowplow_sessions_lifecycle_manifest", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/base/base_create_snowplow_sessions_lifecycle_manifest.sql", "original_file_path": "macros/base/base_create_snowplow_sessions_lifecycle_manifest.sql", "unique_id": "macro.snowplow_utils.default__base_create_snowplow_sessions_lifecycle_manifest", "macro_sql": "{% macro default__base_create_snowplow_sessions_lifecycle_manifest(session_identifiers, session_sql, session_timestamp, user_identifiers, user_sql, quarantined_sessions, derived_tstamp_partitioned, days_late_allowed, max_session_days, app_ids, snowplow_events_database, snowplow_events_schema, snowplow_events_table, event_limits_table, incremental_manifest_table, package_name, allow_null_dvce_tstamps) %}\n {% set base_event_limits = ref(event_limits_table) %}\n {% set lower_limit, upper_limit, _ = snowplow_utils.return_base_new_event_limits(base_event_limits) %}\n {% set session_lookback_limit = snowplow_utils.get_session_lookback_limit(lower_limit) %}\n {% set is_run_with_new_events = snowplow_utils.is_run_with_new_events(package_name, event_limits_table, incremental_manifest_table) %}\n {% set snowplow_events = api.Relation.create(database=snowplow_events_database, schema=snowplow_events_schema, identifier=snowplow_events_table) %}\n\n {% set sessions_lifecycle_manifest_query %}\n\n with new_events_session_ids_init as (\n select\n {% if session_sql %}\n {{ session_sql }} as session_identifier,\n {% elif session_identifiers|length > 0 %}\n COALESCE(\n {% for identifier in session_identifiers %}\n {%- if identifier['schema']|lower != 'atomic' -%}\n {{ snowplow_utils.get_field(identifier['schema'], identifier['field'], 'e', dbt.type_string(), 0, snowplow_events) }}\n {%- else -%}\n e.{{identifier['field']}}\n {%- endif -%}\n ,\n {%- endfor -%}\n NULL\n ) as session_identifier,\n {%- else -%}\n {% do exceptions.raise_compiler_error(\"Need to specify either session identifiers or custom session SQL\") %}\n {%- endif %}\n {%- if user_sql -%}\n max({{ user_sql }}) as user_identifier,\n {%- elif user_identifiers|length > 0 %}\n max(\n COALESCE(\n {% for identifier in user_identifiers %}\n {%- if identifier['schema']|lower != 'atomic' -%}\n {{ snowplow_utils.get_field(identifier['schema'], identifier['field'], 'e', dbt.type_string(), 0, snowplow_events) }}\n {%- else -%}\n e.{{identifier['field']}}\n {%- endif -%}\n ,\n {%- endfor -%}\n NULL\n )\n ) as user_identifier, -- Edge case 1: Arbitary selection to avoid window function like first_value.\n {% else %}\n {% do exceptions.raise_compiler_error(\"Need to specify either user identifiers or custom user SQL\") %}\n {%- endif %}\n min({{ session_timestamp }}) as start_tstamp,\n max({{ session_timestamp }}) as end_tstamp\n\n from {{ snowplow_events }} e\n\n where\n {% if allow_null_dvce_tstamps %}\n coalesce(dvce_sent_tstamp, collector_tstamp) <= {{ snowplow_utils.timestamp_add('day', days_late_allowed, 'coalesce(dvce_created_tstamp, collector_tstamp)') }}\n {% else %}\n dvce_sent_tstamp <= {{ snowplow_utils.timestamp_add('day', days_late_allowed, 'dvce_created_tstamp') }}\n {% endif %} -- don't process data that's too late\n and {{ session_timestamp }} >= {{ lower_limit }}\n and {{ session_timestamp }} <= {{ upper_limit }}\n and {{ snowplow_utils.app_id_filter(app_ids) }}\n and {{ is_run_with_new_events }} --don't reprocess sessions that have already been processed.\n {% if derived_tstamp_partitioned and target.type == 'bigquery' | as_bool() %} -- BQ only\n and derived_tstamp >= {{ lower_limit }}\n and derived_tstamp <= {{ upper_limit }}\n {% endif %}\n\n group by 1\n ), new_events_session_ids as (\n select *\n from new_events_session_ids_init e\n {% if quarantined_sessions %}\n where session_identifier is not null\n and not exists (select 1 from {{ ref(quarantined_sessions) }} as a where a.session_identifier = e.session_identifier) -- don't continue processing v.long sessions\n {%- endif %}\n\n )\n {% if is_incremental() %}\n\n , previous_sessions as (\n select *\n\n from {{ this }}\n\n where start_tstamp >= {{ session_lookback_limit }}\n and {{ is_run_with_new_events }} --don't reprocess sessions that have already been processed.\n )\n\n , session_lifecycle as (\n select\n ns.session_identifier,\n coalesce(self.user_identifier, ns.user_identifier) as user_identifier, -- Edge case 1: Take previous value to keep domain_userid consistent. Not deterministic but performant\n least(ns.start_tstamp, coalesce(self.start_tstamp, ns.start_tstamp)) as start_tstamp,\n greatest(ns.end_tstamp, coalesce(self.end_tstamp, ns.end_tstamp)) as end_tstamp -- BQ 1 NULL will return null hence coalesce\n\n from new_events_session_ids ns\n left join previous_sessions as self\n on ns.session_identifier = self.session_identifier\n\n where\n self.session_identifier is null -- process all new sessions\n or self.end_tstamp < {{ snowplow_utils.timestamp_add('day', max_session_days, 'self.start_tstamp') }} --stop updating sessions exceeding 3 days\n )\n\n {% else %}\n\n , session_lifecycle as (\n\n select * from new_events_session_ids\n\n )\n\n {% endif %}\n\n select\n sl.session_identifier,\n sl.user_identifier,\n sl.start_tstamp,\n least({{ snowplow_utils.timestamp_add('day', max_session_days, 'sl.start_tstamp') }}, sl.end_tstamp) as end_tstamp -- limit session length to max_session_days\n {% if target.type in ['databricks', 'spark'] -%}\n , DATE(start_tstamp) as start_tstamp_date\n {%- endif %}\n\n from session_lifecycle sl\n {% endset %}\n\n {{ return(sessions_lifecycle_manifest_query) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.return_base_new_event_limits", "macro.snowplow_utils.get_session_lookback_limit", "macro.snowplow_utils.is_run_with_new_events", "macro.snowplow_utils.get_field", "macro.dbt.type_string", "macro.snowplow_utils.timestamp_add", "macro.snowplow_utils.app_id_filter", "macro.dbt.is_incremental"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1441228, "supported_languages": null}, "macro.snowplow_utils.postgres__base_create_snowplow_sessions_lifecycle_manifest": {"name": "postgres__base_create_snowplow_sessions_lifecycle_manifest", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/base/base_create_snowplow_sessions_lifecycle_manifest.sql", "original_file_path": "macros/base/base_create_snowplow_sessions_lifecycle_manifest.sql", "unique_id": "macro.snowplow_utils.postgres__base_create_snowplow_sessions_lifecycle_manifest", "macro_sql": "{% macro postgres__base_create_snowplow_sessions_lifecycle_manifest(session_identifiers, session_sql, session_timestamp, user_identifiers, user_sql, quarantined_sessions, derived_tstamp_partitioned, days_late_allowed, max_session_days, app_ids, snowplow_events_database, snowplow_events_schema, snowplow_events_table, event_limits_table, incremental_manifest_table, package_name, allow_null_dvce_tstamps) %}\n {% set base_event_limits = ref(event_limits_table) %}\n {% set lower_limit, upper_limit, _ = snowplow_utils.return_base_new_event_limits(base_event_limits) %}\n {% set session_lookback_limit = snowplow_utils.get_session_lookback_limit(lower_limit) %}\n {% set is_run_with_new_events = snowplow_utils.is_run_with_new_events(package_name, event_limits_table, incremental_manifest_table) %}\n {% set snowplow_events = api.Relation.create(database=snowplow_events_database, schema=snowplow_events_schema, identifier=snowplow_events_table) %}\n\n {% set sessions_lifecycle_manifest_query %}\n\n with\n {# Get all the session and user contexts extracted and ready to join later #}\n {% set unique_identifiers = dict() %} {# need to avoid duplicate contexts when values come from the same one, so just use the first of that context #}\n\n {% if session_identifiers %}\n {% for identifier in session_identifiers %}\n {% if identifier['schema']|lower != 'atomic' and identifier['schema'] not in unique_identifiers %}\n {{ snowplow_utils.get_sde_or_context(snowplow_events_schema, identifier['schema'], lower_limit, upper_limit, identifier['prefix'], database=snowplow_events_database) }},\n {% do unique_identifiers.update({identifier['schema']: identifier}) %}\n {%- endif -%}\n {% endfor %}\n {% endif %}\n\n {% if user_identifiers%}\n {% for identifier in user_identifiers %}\n {% if identifier['schema']|lower != 'atomic' and identifier['schema'] not in unique_identifiers %}\n {{ snowplow_utils.get_sde_or_context(snowplow_events_schema, identifier['schema'], lower_limit, upper_limit, identifier['prefix'], database=snowplow_events_database) }},\n {% do unique_identifiers.update({identifier['schema']: identifier}) %}\n {%- endif -%}\n {% endfor %}\n {% endif %}\n\n {# Produce the core session and single user identifier for sessions with new events #}\n new_events_session_ids_init as (\n select\n {% if session_sql %}\n {{ session_sql }} as session_identifier,\n {% elif session_identifiers|length > 0 %}\n COALESCE(\n {% for identifier in session_identifiers %}\n {%- if identifier['schema']|lower != 'atomic' -%}\n {# Use the parsed version of the context to ensure we have the right alias and prefix #}\n {% set uniq_iden = unique_identifiers[identifier['schema']] %}\n {% if uniq_iden['alias'] %}{{uniq_iden['alias']}}{% else %}{{uniq_iden['schema']}}{% endif %}.{% if uniq_iden['prefix'] %}{{ uniq_iden['prefix'] ~ '_' }}{% endif %}{{identifier['field']}}\n {%- else -%}\n e.{{identifier['field']}}\n {%- endif -%}\n ,\n {%- endfor -%}\n NULL\n ) as session_identifier,\n {% else %}\n {% do exceptions.raise_compiler_error(\"Need to specify either session identifiers or custom session SQL\") %}\n {% endif %}\n {% if user_sql %}\n max({{ user_sql }}) as user_identifier,\n {% elif user_identifiers|length > 0 %}\n max(\n COALESCE(\n {% for identifier in user_identifiers %}\n {%- if identifier['schema']|lower != 'atomic' %}\n {# Use the parsed version of the context to ensure we have the right alias and prefix #}\n {% set uniq_iden = unique_identifiers[identifier['schema']] %}\n {% if uniq_iden['alias'] %}{{uniq_iden['alias']}}{% else %}{{uniq_iden['schema']}}{% endif %}.{% if uniq_iden['prefix'] %}{{ uniq_iden['prefix'] ~ '_' }}{% endif %}{{identifier['field']}}\n {%- else %}\n e.{{identifier['field']}}\n {%- endif -%}\n ,\n {%- endfor -%}\n NULL\n )\n ) as user_identifier, -- Edge case 1: Arbitary selection to avoid window function like first_value.\n {% else %}\n {% do exceptions.raise_compiler_error(\"Need to specify either user identifiers or custom user SQL\") %}\n {% endif %}\n min({{ session_timestamp }}) as start_tstamp,\n max({{ session_timestamp }}) as end_tstamp\n\n from {{ snowplow_events }} e\n {% if unique_identifiers|length > 0 %}\n {% for identifier in unique_identifiers.values() %}\n {%- if identifier['schema']|lower != 'atomic' -%}\n left join {{ identifier['schema'] }} {% if identifier['alias'] %}as {{ identifier['alias'] }}{% endif %} on e.event_id = {% if identifier['alias'] %}{{ identifier['alias']}}{% else %}{{ identifier['schema'] }}{% endif %}.{% if identifier['prefix'] %}{{ identifier['prefix'] }}{% else %}{{ identifier['schema']}}{% endif %}__id and e.collector_tstamp = {% if identifier['alias'] %}{{ identifier['alias']}}{% else %}{{ identifier['schema'] }}{% endif %}.{% if identifier['prefix'] %}{{ identifier['prefix'] }}{% else %}{{ identifier['schema']}}{% endif %}__tstamp\n {% endif -%}\n {% endfor %}\n {% endif %}\n where\n {% if allow_null_dvce_tstamps %}\n coalesce(dvce_sent_tstamp, collector_tstamp) <= {{ snowplow_utils.timestamp_add('day', days_late_allowed, 'coalesce(dvce_created_tstamp, collector_tstamp)') }}\n {% else %}\n dvce_sent_tstamp <= {{ snowplow_utils.timestamp_add('day', days_late_allowed, 'dvce_created_tstamp') }}\n {% endif %}-- don't process data that's too late\n and {{ session_timestamp }} >= {{ lower_limit }}\n and {{ session_timestamp }} <= {{ upper_limit }}\n and {{ snowplow_utils.app_id_filter(app_ids) }}\n and {{ is_run_with_new_events }} --don't reprocess sessions that have already been processed.\n {% if derived_tstamp_partitioned and target.type == 'bigquery' | as_bool() %} -- BQ only\n and derived_tstamp >= {{ lower_limit }}\n and derived_tstamp <= {{ upper_limit }}\n {% endif %}\n\n group by 1\n\n {# Exclude quarantined sessions #}\n ), new_events_session_ids as (\n select *\n from new_events_session_ids_init e\n {% if quarantined_sessions %}\n where session_identifier is not null\n and not exists (select 1 from {{ ref(quarantined_sessions) }} as a where a.session_identifier = e.session_identifier) -- don't continue processing v.long sessions\n {%- endif %}\n )\n\n {% if is_incremental() %}\n\n , previous_sessions as (\n select *\n\n from {{ this }}\n\n where start_tstamp >= {{ session_lookback_limit }}\n and {{ is_run_with_new_events }} --don't reprocess sessions that have already been processed.\n )\n\n , session_lifecycle as (\n select\n ns.session_identifier,\n coalesce(self.user_identifier, ns.user_identifier) as user_identifier, -- Edge case 1: Take previous value to keep domain_userid consistent. Not deterministic but performant\n least(ns.start_tstamp, coalesce(self.start_tstamp, ns.start_tstamp)) as start_tstamp,\n greatest(ns.end_tstamp, coalesce(self.end_tstamp, ns.end_tstamp)) as end_tstamp -- BQ 1 NULL will return null hence coalesce\n\n from new_events_session_ids ns\n left join previous_sessions as self\n on ns.session_identifier = self.session_identifier\n\n where\n self.session_identifier is null -- process all new sessions\n or self.end_tstamp < {{ snowplow_utils.timestamp_add('day', max_session_days, 'self.start_tstamp') }} --stop updating sessions exceeding 3 days\n )\n\n {% else %}\n\n , session_lifecycle as (\n\n select * from new_events_session_ids\n\n )\n\n {% endif %}\n\n select\n sl.session_identifier,\n sl.user_identifier,\n sl.start_tstamp,\n least({{ snowplow_utils.timestamp_add('day', max_session_days, 'sl.start_tstamp') }}, sl.end_tstamp) as end_tstamp -- limit session length to max_session_days\n\n from session_lifecycle sl\n {% endset %}\n\n {{ return(sessions_lifecycle_manifest_query) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.return_base_new_event_limits", "macro.snowplow_utils.get_session_lookback_limit", "macro.snowplow_utils.is_run_with_new_events", "macro.snowplow_utils.get_sde_or_context", "macro.snowplow_utils.timestamp_add", "macro.snowplow_utils.app_id_filter", "macro.dbt.is_incremental"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1548047, "supported_languages": null}, "macro.snowplow_utils.default__get_merge_sql": {"name": "default__get_merge_sql", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/materializations/base_incremental/common/get_merge_sql.sql", "original_file_path": "macros/materializations/base_incremental/common/get_merge_sql.sql", "unique_id": "macro.snowplow_utils.default__get_merge_sql", "macro_sql": "{% macro default__get_merge_sql(target_tb, source, unique_key, dest_columns, incremental_predicates = none) -%}\n {# Set default predicates to pass on #}\n {%- set predicate_override = \"\" -%}\n {%- set orig_predicates = [] if incremental_predicates is none else [] + incremental_predicates -%}\n\n {%- set optimize = config.get('snowplow_optimize') -%}\n {% if optimize %}\n\n -- run some queries to dynamically determine the min + max of this 'upsert_date_key' in the new data\n {%- set date_column = config.require('upsert_date_key') -%}\n {%- set disable_upsert_lookback = config.get('disable_upsert_lookback') -%} {# We do this for late arriving data possibly e.g. shifting a session start earlier #}\n\n {# We need the type of the column to get the correct cast of the default value #}\n {%- set columns = adapter.get_columns_in_relation(this) -%}\n {%- set date_type = [] %} {# Because you can't assign values in a loop otherwise #}\n {%- for col in columns -%}\n {%- if col.column|lower == date_column|lower -%}\n {% do date_type.append(col.dtype) %}\n {%- endif %}\n {%- endfor %}\n\n {% set get_limits_query %}\n\n {% if disable_upsert_lookback %}\n select\n coalesce(min({{ date_column }}), cast({{ dbt.current_timestamp() }} as {{ date_type[0] }}) ) as lower_limit,\n coalesce(max({{ date_column }}), cast({{ dbt.current_timestamp() }} as {{ date_type[0] }})) as upper_limit\n from {{ source }}\n {% else %}\n select\n coalesce(cast({{ dateadd('day', -var(\"snowplow__upsert_lookback_days\", 30), 'min('~date_column~')') }} as {{ date_type[0] }}), cast({{ dbt.current_timestamp() }} as {{ date_type[0] }})) as lower_limit,\n coalesce(max({{ date_column }}), cast({{ dbt.current_timestamp() }} as {{ date_type[0] }})) as upper_limit\n from {{ source }}\n {% endif %}\n {% endset %}\n\n {% set limits = run_query(get_limits_query)[0] %}\n {% set lower_limit, upper_limit = limits[0], limits[1] %}\n\n -- use those calculated min + max values to limit 'target' scan, to only the days with new data\n {% set predicate_override %}\n DBT_INTERNAL_DEST.{{ date_column }} between '{{ lower_limit }}' and '{{ upper_limit }}'\n {% endset %}\n {% endif %}\n\n {# Combine predicates with user provided ones #}\n {% set predicates = [predicate_override] + orig_predicates if predicate_override else orig_predicates %}\n -- standard merge from here\n {% if target.type in ['databricks', 'spark'] -%}\n {% set merge_sql = spark__get_merge_sql(target_tb, source, unique_key, dest_columns, predicates) %}\n {% else %}\n {% set merge_sql = dbt.default__get_merge_sql(target_tb, source, unique_key, dest_columns, predicates) %}\n {% endif %}\n\n {{ return(merge_sql) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.current_timestamp", "macro.dbt.dateadd", "macro.dbt.run_query", "macro.dbt.default__get_merge_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.162422, "supported_languages": null}, "macro.snowplow_utils.default__get_delete_insert_merge_sql": {"name": "default__get_delete_insert_merge_sql", "resource_type": "macro", "package_name": "snowplow_utils", "path": "macros/materializations/base_incremental/common/get_merge_sql.sql", "original_file_path": "macros/materializations/base_incremental/common/get_merge_sql.sql", "unique_id": "macro.snowplow_utils.default__get_delete_insert_merge_sql", "macro_sql": "{% macro default__get_delete_insert_merge_sql(target_tb, source, unique_key, dest_columns, incremental_predicates) -%}\n {# Set default predicates to pass on #}\n {%- set predicate_override = \"\" -%}\n {%- set orig_predicates = [] if incremental_predicates is none else [] + incremental_predicates -%}\n {%- set optimize = config.get('snowplow_optimize') -%}\n {% if optimize %}\n -- run some queries to dynamically determine the min + max of this 'upsert_date_key' in the new data\n {%- set date_column = config.require('upsert_date_key') -%}\n {%- set disable_upsert_lookback = config.get('disable_upsert_lookback') -%}\n\n {# We need the type of the column to get the correct cast of the default value is needed #}\n {%- set columns = adapter.get_columns_in_relation(this) -%}\n {%- set date_type = [] %} {# Because you can't assign values in a loop otherwise #}\n {%- for col in columns -%}\n {%- if col.column|lower == date_column|lower -%}\n {% do date_type.append(col.dtype) %}\n {%- endif %}\n {%- endfor %}\n\n {% set get_limits_query %}\n {% if disable_upsert_lookback %}\n select\n coalesce(min({{ date_column }}), cast({{ dbt.current_timestamp() }} as {{ date_type[0] }}) ) as lower_limit,\n coalesce(max({{ date_column }}), cast({{ dbt.current_timestamp() }} as {{ date_type[0] }}))as upper_limit\n from {{ source }}\n {% else %}\n select\n coalesce(cast({{ dateadd('day', -var(\"snowplow__upsert_lookback_days\", 30), 'min('~date_column~')') }} as {{ date_type[0] }}), cast({{ dbt.current_timestamp() }} as {{ date_type[0] }})) as lower_limit,\n coalesce(max({{ date_column }}), cast({{ dbt.current_timestamp() }} as {{ date_type[0] }})) as upper_limit\n from {{ source }}\n {% endif %}\n {% endset %}\n\n {% set limits = run_query(get_limits_query)[0] %}\n {% set lower_limit, upper_limit = limits[0], limits[1] %}\n -- use those calculated min + max values to limit 'target' scan, to only the days with new data\n {% set predicate_override %}\n {{target_tb}}.{{ date_column }} between '{{ lower_limit }}' and '{{ upper_limit }}'\n {% endset %}\n {% endif %}\n {# Combine predicates with user provided ones #}\n {% set predicates = [predicate_override] + orig_predicates if predicate_override else orig_predicates %}\n -- standard merge from here\n {% if target.type in ['databricks', 'spark'] -%}\n {% set merge_sql = spark__get_delete_insert_merge_sql(target_tb, source, unique_key, dest_columns, predicates) %}\n {% else %}\n {% set merge_sql = dbt.default__get_delete_insert_merge_sql(target_tb, source, unique_key, dest_columns, predicates) %}\n {% endif %}\n\n {{ return(merge_sql) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.current_timestamp", "macro.dbt.dateadd", "macro.dbt.run_query", "macro.dbt.default__get_delete_insert_merge_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1668737, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_relation_last_modified": {"name": "snowflake__get_relation_last_modified", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/metadata.sql", "original_file_path": "macros/metadata.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_relation_last_modified", "macro_sql": "{% macro snowflake__get_relation_last_modified(information_schema, relations) -%}\n\n {%- call statement('last_modified', fetch_result=True) -%}\n select table_schema as schema,\n table_name as identifier,\n last_altered as last_modified,\n {{ current_timestamp() }} as snapshotted_at\n from {{ information_schema }}.tables\n where (\n {%- for relation in relations -%}\n (upper(table_schema) = upper('{{ relation.schema }}') and\n upper(table_name) = upper('{{ relation.identifier }}')){%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n )\n {%- endcall -%}\n\n {{ return(load_result('last_modified')) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement", "macro.dbt.current_timestamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.168164, "supported_languages": null}, "macro.dbt_snowflake.get_column_comment_sql": {"name": "get_column_comment_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.get_column_comment_sql", "macro_sql": "{% macro get_column_comment_sql(column_name, column_dict) -%}\n {% if (column_name|upper in column_dict) -%}\n {% set matched_column = column_name|upper -%}\n {% elif (column_name|lower in column_dict) -%}\n {% set matched_column = column_name|lower -%}\n {% elif (column_name in column_dict) -%}\n {% set matched_column = column_name -%}\n {% else -%}\n {% set matched_column = None -%}\n {% endif -%}\n {% if matched_column -%}\n {{ adapter.quote(column_name) }} COMMENT $${{ column_dict[matched_column]['description'] | replace('$', '[$]') }}$$\n {%- else -%}\n {{ adapter.quote(column_name) }} COMMENT $$$$\n {%- endif -%}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.182706, "supported_languages": null}, "macro.dbt_snowflake.get_persist_docs_column_list": {"name": "get_persist_docs_column_list", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.get_persist_docs_column_list", "macro_sql": "{% macro get_persist_docs_column_list(model_columns, query_columns) %}\n(\n {% for column_name in query_columns %}\n {{ get_column_comment_sql(column_name, model_columns) }}\n {{- \", \" if not loop.last else \"\" }}\n {% endfor %}\n)\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.get_column_comment_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.183271, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_columns_in_relation": {"name": "snowflake__get_columns_in_relation", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_columns_in_relation", "macro_sql": "{% macro snowflake__get_columns_in_relation(relation) -%}\n {%- set sql -%}\n describe table {{ relation }}\n {%- endset -%}\n {%- set result = run_query(sql) -%}\n\n {% set maximum = 10000 %}\n {% if (result | length) >= maximum %}\n {% set msg %}\n Too many columns in relation {{ relation }}! dbt can only get\n information about relations with fewer than {{ maximum }} columns.\n {% endset %}\n {% do exceptions.raise_compiler_error(msg) %}\n {% endif %}\n\n {% set columns = [] %}\n {% for row in result %}\n {% do columns.append(api.Column.from_description(row['name'], row['type'])) %}\n {% endfor %}\n {% do return(columns) %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.184778, "supported_languages": null}, "macro.dbt_snowflake.snowflake__list_schemas": {"name": "snowflake__list_schemas", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.snowflake__list_schemas", "macro_sql": "{% macro snowflake__list_schemas(database) -%}\n {# 10k limit from here: https://docs.snowflake.net/manuals/sql-reference/sql/show-schemas.html#usage-notes #}\n {% set maximum = 10000 %}\n {% set sql -%}\n show terse schemas in database {{ database }}\n limit {{ maximum }}\n {%- endset %}\n {% set result = run_query(sql) %}\n {% if (result | length) >= maximum %}\n {% set msg %}\n Too many schemas in database {{ database }}! dbt can only get\n information about databases with fewer than {{ maximum }} schemas.\n {% endset %}\n {% do exceptions.raise_compiler_error(msg) %}\n {% endif %}\n {{ return(result) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1858768, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_paginated_relations_array": {"name": "snowflake__get_paginated_relations_array", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_paginated_relations_array", "macro_sql": "{% macro snowflake__get_paginated_relations_array(max_iter, max_results_per_iter, max_total_results, schema_relation, watermark) %}\n\n {% set paginated_relations = [] %}\n\n {% for _ in range(0, max_iter) %}\n\n {% if schema_relation is string %}\n {%- set paginated_sql -%}\n show objects in {{ schema_relation }} limit {{ max_results_per_iter }} from '{{ watermark.table_name }}'\n {%- endset -%}\n {% else %}\n {%- set paginated_sql -%}\n show objects in {{ schema_relation.include(identifier=False) }} limit {{ max_results_per_iter }} from '{{ watermark.table_name }}'\n {%- endset -%}\n {% endif -%}\n\n {%- set paginated_result = run_query(paginated_sql) %}\n {%- set paginated_n = (paginated_result | length) -%}\n\n {#\n terminating condition: if there are 0 records in the result we reached\n the end exactly on the previous iteration\n #}\n {%- if paginated_n == 0 -%}\n {%- break -%}\n {%- endif -%}\n\n {#\n terminating condition: At some point the user needs to be reasonable with how\n many objects are contained in their schemas. Since there was already\n one iteration before attempting pagination, loop.index == max_iter means\n the limit has been surpassed.\n #}\n\n {%- if loop.index == max_iter -%}\n {%- set msg -%}\n dbt will list a maximum of {{ max_total_results }} objects in schema {{ schema_relation }}.\n Your schema exceeds this limit. Please contact support@getdbt.com for troubleshooting tips,\n or review and reduce the number of objects contained.\n {%- endset -%}\n\n {% do exceptions.raise_compiler_error(msg) %}\n {%- endif -%}\n\n {%- do paginated_relations.append(paginated_result) -%}\n {% set watermark.table_name = paginated_result.columns[1].values()[-1] %}\n\n {#\n terminating condition: paginated_n < max_results_per_iter means we reached the end\n #}\n {%- if paginated_n < max_results_per_iter -%}\n {%- break -%}\n {%- endif -%}\n {%- endfor -%}\n\n {{ return(paginated_relations) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1882982, "supported_languages": null}, "macro.dbt_snowflake.snowflake__list_relations_without_caching": {"name": "snowflake__list_relations_without_caching", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.snowflake__list_relations_without_caching", "macro_sql": "{% macro snowflake__list_relations_without_caching(schema_relation, max_iter=10, max_results_per_iter=10000) %}\n\n {%- set max_total_results = max_results_per_iter * max_iter -%}\n {% if schema_relation is string %}\n {%- set sql -%}\n show objects in {{ schema_relation }} limit {{ max_results_per_iter }}\n {%- endset -%}\n {% else %}\n {%- set sql -%}\n show objects in {{ schema_relation.include(identifier=False) }} limit {{ max_results_per_iter }}\n {%- endset -%}\n {% endif -%}\n\n {%- set result = run_query(sql) -%}\n\n {%- set n = (result | length) -%}\n {%- set watermark = namespace(table_name=result.columns[1].values()[-1]) -%}\n {%- set paginated = namespace(result=[]) -%}\n\n {% if n >= max_results_per_iter %}\n\n {% set paginated.result = snowflake__get_paginated_relations_array(\n max_iter,\n max_results_per_iter,\n max_total_results,\n schema_relation,\n watermark\n )\n %}\n\n {% endif %}\n\n {%- set all_results_array = [result] + paginated.result -%}\n {%- set result = result.merge(all_results_array) -%}\n {%- do return(result) -%}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_query", "macro.dbt_snowflake.snowflake__get_paginated_relations_array"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1904016, "supported_languages": null}, "macro.dbt_snowflake.snowflake__check_schema_exists": {"name": "snowflake__check_schema_exists", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.snowflake__check_schema_exists", "macro_sql": "{% macro snowflake__check_schema_exists(information_schema, schema) -%}\n {% call statement('check_schema_exists', fetch_result=True) -%}\n select count(*)\n from {{ information_schema }}.schemata\n where upper(schema_name) = upper('{{ schema }}')\n and upper(catalog_name) = upper('{{ information_schema.database }}')\n {%- endcall %}\n {{ return(load_result('check_schema_exists').table) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1910276, "supported_languages": null}, "macro.dbt_snowflake.snowflake__alter_column_type": {"name": "snowflake__alter_column_type", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.snowflake__alter_column_type", "macro_sql": "{% macro snowflake__alter_column_type(relation, column_name, new_column_type) -%}\n {% call statement('alter_column_type') %}\n alter table {{ relation }} alter {{ adapter.quote(column_name) }} set data type {{ new_column_type }};\n {% endcall %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.191538, "supported_languages": null}, "macro.dbt_snowflake.snowflake__alter_relation_comment": {"name": "snowflake__alter_relation_comment", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.snowflake__alter_relation_comment", "macro_sql": "{% macro snowflake__alter_relation_comment(relation, relation_comment) -%}\n {%- if relation.is_dynamic_table -%}\n {%- set relation_type = 'dynamic table' -%}\n {%- else -%}\n {%- set relation_type = relation.type -%}\n {%- endif -%}\n comment on {{ relation_type }} {{ relation }} IS $${{ relation_comment | replace('$', '[$]') }}$$;\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1921933, "supported_languages": null}, "macro.dbt_snowflake.snowflake__alter_column_comment": {"name": "snowflake__alter_column_comment", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.snowflake__alter_column_comment", "macro_sql": "{% macro snowflake__alter_column_comment(relation, column_dict) -%}\n {% set existing_columns = adapter.get_columns_in_relation(relation) | map(attribute=\"name\") | list %}\n {% if relation.is_dynamic_table -%}\n {% set relation_type = \"table\" %}\n {% else -%}\n {% set relation_type = relation.type %}\n {% endif %}\n alter {{ relation_type }} {{ relation }} alter\n {% for column_name in existing_columns if (column_name in existing_columns) or (column_name|lower in existing_columns) %}\n {{ get_column_comment_sql(column_name, column_dict) }} {{- ',' if not loop.last else ';' }}\n {% endfor %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.get_column_comment_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1934657, "supported_languages": null}, "macro.dbt_snowflake.get_current_query_tag": {"name": "get_current_query_tag", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.get_current_query_tag", "macro_sql": "{% macro get_current_query_tag() -%}\n {{ return(run_query(\"show parameters like 'query_tag' in session\").rows[0]['value']) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1938298, "supported_languages": null}, "macro.dbt_snowflake.set_query_tag": {"name": "set_query_tag", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.set_query_tag", "macro_sql": "{% macro set_query_tag() -%}\n {{ return(adapter.dispatch('set_query_tag', 'dbt')()) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.snowflake__set_query_tag"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.194154, "supported_languages": null}, "macro.dbt_snowflake.snowflake__set_query_tag": {"name": "snowflake__set_query_tag", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.snowflake__set_query_tag", "macro_sql": "{% macro snowflake__set_query_tag() -%}\n {% set new_query_tag = config.get('query_tag') %}\n {% if new_query_tag %}\n {% set original_query_tag = get_current_query_tag() %}\n {{ log(\"Setting query_tag to '\" ~ new_query_tag ~ \"'. Will reset to '\" ~ original_query_tag ~ \"' after materialization.\") }}\n {% do run_query(\"alter session set query_tag = '{}'\".format(new_query_tag)) %}\n {{ return(original_query_tag)}}\n {% endif %}\n {{ return(none)}}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.get_current_query_tag", "macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1950758, "supported_languages": null}, "macro.dbt_snowflake.unset_query_tag": {"name": "unset_query_tag", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.unset_query_tag", "macro_sql": "{% macro unset_query_tag(original_query_tag) -%}\n {{ return(adapter.dispatch('unset_query_tag', 'dbt')(original_query_tag)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__unset_query_tag"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1954508, "supported_languages": null}, "macro.dbt_snowflake.snowflake__unset_query_tag": {"name": "snowflake__unset_query_tag", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.snowflake__unset_query_tag", "macro_sql": "{% macro snowflake__unset_query_tag(original_query_tag) -%}\n {% set new_query_tag = config.get('query_tag') %}\n {% if new_query_tag %}\n {% if original_query_tag %}\n {{ log(\"Resetting query_tag to '\" ~ original_query_tag ~ \"'.\") }}\n {% do run_query(\"alter session set query_tag = '{}'\".format(original_query_tag)) %}\n {% else %}\n {{ log(\"No original query_tag, unsetting parameter.\") }}\n {% do run_query(\"alter session unset query_tag\") %}\n {% endif %}\n {% endif %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1964107, "supported_languages": null}, "macro.dbt_snowflake.snowflake__alter_relation_add_remove_columns": {"name": "snowflake__alter_relation_add_remove_columns", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.snowflake__alter_relation_add_remove_columns", "macro_sql": "{% macro snowflake__alter_relation_add_remove_columns(relation, add_columns, remove_columns) %}\n\n {% if relation.is_dynamic_table -%}\n {% set relation_type = \"dynamic table\" %}\n {% else -%}\n {% set relation_type = relation.type %}\n {% endif %}\n\n {% if add_columns %}\n\n {% set sql -%}\n alter {{ relation_type }} {{ relation }} add column\n {% for column in add_columns %}\n {{ column.name }} {{ column.data_type }}{{ ',' if not loop.last }}\n {% endfor %}\n {%- endset -%}\n\n {% do run_query(sql) %}\n\n {% endif %}\n\n {% if remove_columns %}\n\n {% set sql -%}\n alter {{ relation_type }} {{ relation }} drop column\n {% for column in remove_columns %}\n {{ column.name }}{{ ',' if not loop.last }}\n {% endfor %}\n {%- endset -%}\n\n {% do run_query(sql) %}\n\n {% endif %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.198287, "supported_languages": null}, "macro.dbt_snowflake.snowflake_dml_explicit_transaction": {"name": "snowflake_dml_explicit_transaction", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.snowflake_dml_explicit_transaction", "macro_sql": "{% macro snowflake_dml_explicit_transaction(dml) %}\n {#\n Use this macro to wrap all INSERT, MERGE, UPDATE, DELETE, and TRUNCATE\n statements before passing them into run_query(), or calling in the 'main' statement\n of a materialization\n #}\n {% set dml_transaction -%}\n begin;\n {{ dml }};\n commit;\n {%- endset %}\n\n {% do return(dml_transaction) %}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1987338, "supported_languages": null}, "macro.dbt_snowflake.snowflake__truncate_relation": {"name": "snowflake__truncate_relation", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/adapters.sql", "original_file_path": "macros/adapters.sql", "unique_id": "macro.dbt_snowflake.snowflake__truncate_relation", "macro_sql": "{% macro snowflake__truncate_relation(relation) -%}\n {% set truncate_dml %}\n truncate table {{ relation }}\n {% endset %}\n {% call statement('truncate_relation') -%}\n {{ snowflake_dml_explicit_transaction(truncate_dml) }}\n {%- endcall %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement", "macro.dbt_snowflake.snowflake_dml_explicit_transaction"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.1992784, "supported_languages": null}, "macro.dbt_snowflake.snowflake__copy_grants": {"name": "snowflake__copy_grants", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/apply_grants.sql", "original_file_path": "macros/apply_grants.sql", "unique_id": "macro.dbt_snowflake.snowflake__copy_grants", "macro_sql": "{% macro snowflake__copy_grants() %}\n {% set copy_grants = config.get('copy_grants', False) %}\n {{ return(copy_grants) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.199851, "supported_languages": null}, "macro.dbt_snowflake.snowflake__support_multiple_grantees_per_dcl_statement": {"name": "snowflake__support_multiple_grantees_per_dcl_statement", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/apply_grants.sql", "original_file_path": "macros/apply_grants.sql", "unique_id": "macro.dbt_snowflake.snowflake__support_multiple_grantees_per_dcl_statement", "macro_sql": "\n\n{%- macro snowflake__support_multiple_grantees_per_dcl_statement() -%}\n {{ return(False) }}\n{%- endmacro -%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2000804, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_catalog": {"name": "snowflake__get_catalog", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/catalog.sql", "original_file_path": "macros/catalog.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_catalog", "macro_sql": "{% macro snowflake__get_catalog(information_schema, schemas) -%}\n\n {% set query %}\n with tables as (\n {{ snowflake__get_catalog_tables_sql(information_schema) }}\n {{ snowflake__get_catalog_schemas_where_clause_sql(schemas) }}\n ),\n columns as (\n {{ snowflake__get_catalog_columns_sql(information_schema) }}\n {{ snowflake__get_catalog_schemas_where_clause_sql(schemas) }}\n )\n {{ snowflake__get_catalog_results_sql() }}\n {%- endset -%}\n\n {{ return(run_query(query)) }}\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_catalog_tables_sql", "macro.dbt_snowflake.snowflake__get_catalog_schemas_where_clause_sql", "macro.dbt_snowflake.snowflake__get_catalog_columns_sql", "macro.dbt_snowflake.snowflake__get_catalog_results_sql", "macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2051973, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_catalog_relations": {"name": "snowflake__get_catalog_relations", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/catalog.sql", "original_file_path": "macros/catalog.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_catalog_relations", "macro_sql": "{% macro snowflake__get_catalog_relations(information_schema, relations) -%}\n\n {% set query %}\n with tables as (\n {{ snowflake__get_catalog_tables_sql(information_schema) }}\n {{ snowflake__get_catalog_relations_where_clause_sql(relations) }}\n ),\n columns as (\n {{ snowflake__get_catalog_columns_sql(information_schema) }}\n {{ snowflake__get_catalog_relations_where_clause_sql(relations) }}\n )\n {{ snowflake__get_catalog_results_sql() }}\n {%- endset -%}\n\n {{ return(run_query(query)) }}\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_catalog_tables_sql", "macro.dbt_snowflake.snowflake__get_catalog_relations_where_clause_sql", "macro.dbt_snowflake.snowflake__get_catalog_columns_sql", "macro.dbt_snowflake.snowflake__get_catalog_results_sql", "macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2059543, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_catalog_tables_sql": {"name": "snowflake__get_catalog_tables_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/catalog.sql", "original_file_path": "macros/catalog.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_catalog_tables_sql", "macro_sql": "{% macro snowflake__get_catalog_tables_sql(information_schema) -%}\n select\n table_catalog as \"table_database\",\n table_schema as \"table_schema\",\n table_name as \"table_name\",\n case\n when is_dynamic = 'YES' and table_type = 'BASE TABLE' THEN 'DYNAMIC TABLE'\n else table_type\n end as \"table_type\",\n comment as \"table_comment\",\n\n -- note: this is the _role_ that owns the table\n table_owner as \"table_owner\",\n\n 'Clustering Key' as \"stats:clustering_key:label\",\n clustering_key as \"stats:clustering_key:value\",\n 'The key used to cluster this table' as \"stats:clustering_key:description\",\n (clustering_key is not null) as \"stats:clustering_key:include\",\n\n 'Row Count' as \"stats:row_count:label\",\n row_count as \"stats:row_count:value\",\n 'An approximate count of rows in this table' as \"stats:row_count:description\",\n (row_count is not null) as \"stats:row_count:include\",\n\n 'Approximate Size' as \"stats:bytes:label\",\n bytes as \"stats:bytes:value\",\n 'Approximate size of the table as reported by Snowflake' as \"stats:bytes:description\",\n (bytes is not null) as \"stats:bytes:include\",\n\n 'Last Modified' as \"stats:last_modified:label\",\n to_varchar(convert_timezone('UTC', last_altered), 'yyyy-mm-dd HH24:MI'||'UTC') as \"stats:last_modified:value\",\n 'The timestamp for last update/change' as \"stats:last_modified:description\",\n (last_altered is not null and table_type='BASE TABLE') as \"stats:last_modified:include\"\n from {{ information_schema }}.tables\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.206294, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_catalog_columns_sql": {"name": "snowflake__get_catalog_columns_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/catalog.sql", "original_file_path": "macros/catalog.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_catalog_columns_sql", "macro_sql": "{% macro snowflake__get_catalog_columns_sql(information_schema) -%}\n select\n table_catalog as \"table_database\",\n table_schema as \"table_schema\",\n table_name as \"table_name\",\n\n column_name as \"column_name\",\n ordinal_position as \"column_index\",\n data_type as \"column_type\",\n comment as \"column_comment\"\n from {{ information_schema }}.columns\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.206544, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_catalog_results_sql": {"name": "snowflake__get_catalog_results_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/catalog.sql", "original_file_path": "macros/catalog.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_catalog_results_sql", "macro_sql": "{% macro snowflake__get_catalog_results_sql() -%}\n select *\n from tables\n join columns using (\"table_database\", \"table_schema\", \"table_name\")\n order by \"column_index\"\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2067113, "supported_languages": null}, "macro.dbt_snowflake.snowflake__catalog_equals": {"name": "snowflake__catalog_equals", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/catalog.sql", "original_file_path": "macros/catalog.sql", "unique_id": "macro.dbt_snowflake.snowflake__catalog_equals", "macro_sql": "{% macro snowflake__catalog_equals(field, value) %}\n \"{{ field }}\" ilike '{{ value }}' and upper(\"{{ field }}\") = upper('{{ value }}')\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2070448, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_catalog_schemas_where_clause_sql": {"name": "snowflake__get_catalog_schemas_where_clause_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/catalog.sql", "original_file_path": "macros/catalog.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_catalog_schemas_where_clause_sql", "macro_sql": "{% macro snowflake__get_catalog_schemas_where_clause_sql(schemas) -%}\n where ({%- for schema in schemas -%}\n ({{ snowflake__catalog_equals('table_schema', schema) }}){%- if not loop.last %} or {% endif -%}\n {%- endfor -%})\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__catalog_equals"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.207564, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_catalog_relations_where_clause_sql": {"name": "snowflake__get_catalog_relations_where_clause_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/catalog.sql", "original_file_path": "macros/catalog.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_catalog_relations_where_clause_sql", "macro_sql": "{% macro snowflake__get_catalog_relations_where_clause_sql(relations) -%}\n where (\n {%- for relation in relations -%}\n {% if relation.schema and relation.identifier %}\n (\n {{ snowflake__catalog_equals('table_schema', relation.schema) }}\n and {{ snowflake__catalog_equals('table_name', relation.identifier) }}\n )\n {% elif relation.schema %}\n (\n {{ snowflake__catalog_equals('table_schema', relation.schema) }}\n )\n {% else %}\n {% do exceptions.raise_compiler_error(\n '`get_catalog_relations` requires a list of relations, each with a schema'\n ) %}\n {% endif %}\n\n {%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n )\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__catalog_equals"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2086957, "supported_languages": null}, "macro.dbt_snowflake.snowflake__right": {"name": "snowflake__right", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/utils/right.sql", "original_file_path": "macros/utils/right.sql", "unique_id": "macro.dbt_snowflake.snowflake__right", "macro_sql": "{% macro snowflake__right(string_text, length_expression) %}\n\n case when {{ length_expression }} = 0\n then ''\n else\n right(\n {{ string_text }},\n {{ length_expression }}\n )\n end\n\n{%- endmacro -%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2091346, "supported_languages": null}, "macro.dbt_snowflake.snowflake__escape_single_quotes": {"name": "snowflake__escape_single_quotes", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/utils/escape_single_quotes.sql", "original_file_path": "macros/utils/escape_single_quotes.sql", "unique_id": "macro.dbt_snowflake.snowflake__escape_single_quotes", "macro_sql": "{% macro snowflake__escape_single_quotes(expression) -%}\n{{ expression | replace(\"'\", \"\\\\'\") }}\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2095168, "supported_languages": null}, "macro.dbt_snowflake.snowflake__current_timestamp": {"name": "snowflake__current_timestamp", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/utils/timestamps.sql", "original_file_path": "macros/utils/timestamps.sql", "unique_id": "macro.dbt_snowflake.snowflake__current_timestamp", "macro_sql": "{% macro snowflake__current_timestamp() -%}\n convert_timezone('UTC', current_timestamp())\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2099984, "supported_languages": null}, "macro.dbt_snowflake.snowflake__snapshot_string_as_time": {"name": "snowflake__snapshot_string_as_time", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/utils/timestamps.sql", "original_file_path": "macros/utils/timestamps.sql", "unique_id": "macro.dbt_snowflake.snowflake__snapshot_string_as_time", "macro_sql": "{% macro snowflake__snapshot_string_as_time(timestamp) -%}\n {%- set result = \"to_timestamp_ntz('\" ~ timestamp ~ \"')\" -%}\n {{ return(result) }}\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2103555, "supported_languages": null}, "macro.dbt_snowflake.snowflake__snapshot_get_time": {"name": "snowflake__snapshot_get_time", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/utils/timestamps.sql", "original_file_path": "macros/utils/timestamps.sql", "unique_id": "macro.dbt_snowflake.snowflake__snapshot_get_time", "macro_sql": "{% macro snowflake__snapshot_get_time() -%}\n to_timestamp_ntz({{ current_timestamp() }})\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.current_timestamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2105994, "supported_languages": null}, "macro.dbt_snowflake.snowflake__current_timestamp_backcompat": {"name": "snowflake__current_timestamp_backcompat", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/utils/timestamps.sql", "original_file_path": "macros/utils/timestamps.sql", "unique_id": "macro.dbt_snowflake.snowflake__current_timestamp_backcompat", "macro_sql": "{% macro snowflake__current_timestamp_backcompat() %}\n current_timestamp::{{ type_timestamp() }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.type_timestamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2108152, "supported_languages": null}, "macro.dbt_snowflake.snowflake__current_timestamp_in_utc_backcompat": {"name": "snowflake__current_timestamp_in_utc_backcompat", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/utils/timestamps.sql", "original_file_path": "macros/utils/timestamps.sql", "unique_id": "macro.dbt_snowflake.snowflake__current_timestamp_in_utc_backcompat", "macro_sql": "{% macro snowflake__current_timestamp_in_utc_backcompat() %}\n convert_timezone('UTC', {{ snowflake__current_timestamp_backcompat() }})::{{ type_timestamp() }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__current_timestamp_backcompat", "macro.dbt.type_timestamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.211087, "supported_languages": null}, "macro.dbt_snowflake.snowflake__safe_cast": {"name": "snowflake__safe_cast", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/utils/safe_cast.sql", "original_file_path": "macros/utils/safe_cast.sql", "unique_id": "macro.dbt_snowflake.snowflake__safe_cast", "macro_sql": "{% macro snowflake__safe_cast(field, type) %}\n {% if type|upper == \"GEOMETRY\" -%}\n try_to_geometry({{field}})\n {% elif type|upper == \"GEOGRAPHY\" -%}\n try_to_geography({{field}})\n {% elif type|upper != \"VARIANT\" -%}\n {#-- Snowflake try_cast does not support casting to variant, and expects the field as a string --#}\n {% set field_as_string = dbt.string_literal(field) if field is number else field %}\n try_cast({{field_as_string}} as {{type}})\n {% else -%}\n {{ adapter.dispatch('cast', 'dbt')(field, type) }}\n {% endif -%}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.string_literal", "macro.dbt.cast", "macro.dbt_snowflake.snowflake__cast"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2124262, "supported_languages": null}, "macro.dbt_snowflake.snowflake__array_construct": {"name": "snowflake__array_construct", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/utils/array_construct.sql", "original_file_path": "macros/utils/array_construct.sql", "unique_id": "macro.dbt_snowflake.snowflake__array_construct", "macro_sql": "{% macro snowflake__array_construct(inputs, data_type) -%}\n array_construct( {{ inputs|join(' , ') }} )\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2127962, "supported_languages": null}, "macro.dbt_snowflake.snowflake__bool_or": {"name": "snowflake__bool_or", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/utils/bool_or.sql", "original_file_path": "macros/utils/bool_or.sql", "unique_id": "macro.dbt_snowflake.snowflake__bool_or", "macro_sql": "{% macro snowflake__bool_or(expression) -%}\n\n boolor_agg({{ expression }})\n\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2130663, "supported_languages": null}, "macro.dbt_snowflake.snowflake__cast": {"name": "snowflake__cast", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/utils/cast.sql", "original_file_path": "macros/utils/cast.sql", "unique_id": "macro.dbt_snowflake.snowflake__cast", "macro_sql": "{% macro snowflake__cast(field, type) %}\n {% if (type|upper == \"GEOGRAPHY\") -%}\n to_geography({{field}})\n {% elif (type|upper == \"GEOMETRY\") -%}\n to_geometry({{field}})\n {% else -%}\n cast({{field}} as {{type}})\n {% endif -%}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.214, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_drop_sql": {"name": "snowflake__get_drop_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/drop.sql", "original_file_path": "macros/relations/drop.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_drop_sql", "macro_sql": "{% macro snowflake__get_drop_sql(relation) %}\n\n {% if relation.is_dynamic_table %}\n {{ snowflake__get_drop_dynamic_table_sql(relation) }}\n\n {% else %}\n {{ default__get_drop_sql(relation) }}\n\n {% endif %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_drop_dynamic_table_sql", "macro.dbt.default__get_drop_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2146006, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_replace_sql": {"name": "snowflake__get_replace_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/replace.sql", "original_file_path": "macros/relations/replace.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_replace_sql", "macro_sql": "{% macro snowflake__get_replace_sql(existing_relation, target_relation, sql) %}\n\n {% if existing_relation.is_dynamic_table and target_relation.is_dynamic_table %}\n {{ snowflake__get_replace_dynamic_table_sql(target_relation, sql) }}\n\n {% else %}\n {{ default__get_replace_sql(existing_relation, target_relation, sql) }}\n\n {% endif %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_replace_dynamic_table_sql", "macro.dbt.default__get_replace_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2153392, "supported_languages": null}, "macro.dbt_snowflake.snowflake__rename_relation": {"name": "snowflake__rename_relation", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/rename.sql", "original_file_path": "macros/relations/rename.sql", "unique_id": "macro.dbt_snowflake.snowflake__rename_relation", "macro_sql": "{% macro snowflake__rename_relation(from_relation, to_relation) -%}\n {% call statement('rename_relation') -%}\n alter table {{ from_relation }} rename to {{ to_relation }}\n {%- endcall %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.215837, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_create_sql": {"name": "snowflake__get_create_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/create.sql", "original_file_path": "macros/relations/create.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_create_sql", "macro_sql": "{% macro snowflake__get_create_sql(relation, sql) %}\n\n {% if relation.is_dynamic_table %}\n {{ snowflake__get_create_dynamic_table_as_sql(relation, sql) }}\n\n {% else %}\n {{ default__get_create_sql(relation, sql) }}\n\n {% endif %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_create_dynamic_table_as_sql", "macro.dbt.default__get_create_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2165031, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_drop_view_sql": {"name": "snowflake__get_drop_view_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/view/drop.sql", "original_file_path": "macros/relations/view/drop.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_drop_view_sql", "macro_sql": "{% macro snowflake__get_drop_view_sql(relation) %}\n drop view if exists {{ relation }} cascade\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2167716, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_replace_view_sql": {"name": "snowflake__get_replace_view_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/view/replace.sql", "original_file_path": "macros/relations/view/replace.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_replace_view_sql", "macro_sql": "{% macro snowflake__get_replace_view_sql(relation, sql) %}\n {{ snowflake__create_view_as(relation, sql) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__create_view_as"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2171113, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_rename_view_sql": {"name": "snowflake__get_rename_view_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/view/rename.sql", "original_file_path": "macros/relations/view/rename.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_rename_view_sql", "macro_sql": "{%- macro snowflake__get_rename_view_sql(relation, new_name) -%}\n alter view {{ relation }} rename to {{ new_name }}\n{%- endmacro -%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.21745, "supported_languages": null}, "macro.dbt_snowflake.snowflake__create_view_as_with_temp_flag": {"name": "snowflake__create_view_as_with_temp_flag", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/view/create.sql", "original_file_path": "macros/relations/view/create.sql", "unique_id": "macro.dbt_snowflake.snowflake__create_view_as_with_temp_flag", "macro_sql": "{% macro snowflake__create_view_as_with_temp_flag(relation, sql, is_temporary=False) -%}\n {%- set secure = config.get('secure', default=false) -%}\n {%- set copy_grants = config.get('copy_grants', default=false) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n create or replace {% if secure -%}\n secure\n {%- endif %} {% if is_temporary -%}\n temporary\n {%- endif %} view {{ relation }}\n {% if config.persist_column_docs() -%}\n {% set model_columns = model.columns %}\n {% set query_columns = get_columns_in_query(sql) %}\n {{ get_persist_docs_column_list(model_columns, query_columns) }}\n\n {%- endif %}\n {%- set contract_config = config.get('contract') -%}\n {%- if contract_config.enforced -%}\n {{ get_assert_columns_equivalent(sql) }}\n {%- endif %}\n {% if copy_grants -%} copy grants {%- endif %} as (\n {{ sql }}\n );\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_columns_in_query", "macro.dbt_snowflake.get_persist_docs_column_list", "macro.dbt.get_assert_columns_equivalent"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2204506, "supported_languages": null}, "macro.dbt_snowflake.snowflake__create_view_as": {"name": "snowflake__create_view_as", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/view/create.sql", "original_file_path": "macros/relations/view/create.sql", "unique_id": "macro.dbt_snowflake.snowflake__create_view_as", "macro_sql": "{% macro snowflake__create_view_as(relation, sql) -%}\n {{ snowflake__create_view_as_with_temp_flag(relation, sql) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__create_view_as_with_temp_flag"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2207534, "supported_languages": null}, "macro.dbt_snowflake.snowflake__create_or_replace_view": {"name": "snowflake__create_or_replace_view", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/view/create.sql", "original_file_path": "macros/relations/view/create.sql", "unique_id": "macro.dbt_snowflake.snowflake__create_or_replace_view", "macro_sql": "{% macro snowflake__create_or_replace_view() %}\n {%- set identifier = model['alias'] -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {%- set target_relation = api.Relation.create(\n identifier=identifier, schema=schema, database=database,\n type='view') -%}\n {% set grant_config = config.get('grants') %}\n\n {{ run_hooks(pre_hooks) }}\n\n -- If there's a table with the same name and we weren't told to full refresh,\n -- that's an error. If we were told to full refresh, drop it. This behavior differs\n -- for Snowflake and BigQuery, so multiple dispatch is used.\n {%- if old_relation is not none and not old_relation.is_view -%}\n {{ handle_existing_table(should_full_refresh(), old_relation) }}\n {%- endif -%}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_view_as_sql(target_relation, sql) }}\n {%- endcall %}\n\n {% set should_revoke = should_revoke(exists_as_view, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {{ run_hooks(post_hooks) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_hooks", "macro.dbt.handle_existing_table", "macro.dbt.should_full_refresh", "macro.dbt.statement", "macro.dbt.get_create_view_as_sql", "macro.dbt.should_revoke", "macro.dbt.apply_grants"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2229135, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_drop_dynamic_table_sql": {"name": "snowflake__get_drop_dynamic_table_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/dynamic_table/drop.sql", "original_file_path": "macros/relations/dynamic_table/drop.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_drop_dynamic_table_sql", "macro_sql": "{% macro snowflake__get_drop_dynamic_table_sql(relation) %}\n drop dynamic table if exists {{ relation }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2232115, "supported_languages": null}, "macro.dbt_snowflake.snowflake__describe_dynamic_table": {"name": "snowflake__describe_dynamic_table", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/dynamic_table/describe.sql", "original_file_path": "macros/relations/dynamic_table/describe.sql", "unique_id": "macro.dbt_snowflake.snowflake__describe_dynamic_table", "macro_sql": "{% macro snowflake__describe_dynamic_table(relation) %}\n {%- set _dynamic_table_sql -%}\n show dynamic tables\n like '{{ relation.identifier }}'\n in schema {{ relation.database }}.{{ relation.schema }}\n ;\n select\n \"name\",\n \"schema_name\",\n \"database_name\",\n \"text\",\n \"target_lag\",\n \"warehouse\"\n from table(result_scan(last_query_id()))\n {%- endset %}\n {% set _dynamic_table = run_query(_dynamic_table_sql) %}\n\n {% do return({'dynamic_table': _dynamic_table}) %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2241716, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_replace_dynamic_table_sql": {"name": "snowflake__get_replace_dynamic_table_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/dynamic_table/replace.sql", "original_file_path": "macros/relations/dynamic_table/replace.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_replace_dynamic_table_sql", "macro_sql": "{% macro snowflake__get_replace_dynamic_table_sql(relation, sql) %}\n\n create or replace dynamic table {{ relation }}\n target_lag = '{{ config.get(\"target_lag\") }}'\n warehouse = {{ config.get(\"snowflake_warehouse\") }}\n as (\n {{ sql }}\n )\n ;\n {{ snowflake__refresh_dynamic_table(relation) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__refresh_dynamic_table"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2248795, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_alter_dynamic_table_as_sql": {"name": "snowflake__get_alter_dynamic_table_as_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/dynamic_table/alter.sql", "original_file_path": "macros/relations/dynamic_table/alter.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_alter_dynamic_table_as_sql", "macro_sql": "{% macro snowflake__get_alter_dynamic_table_as_sql(\n existing_relation,\n configuration_changes,\n target_relation,\n sql\n) -%}\n {{- log('Applying ALTER to: ' ~ existing_relation) -}}\n\n {% if configuration_changes.requires_full_refresh %}\n {{- get_replace_sql(existing_relation, target_relation, sql) -}}\n\n {% else %}\n\n {%- set target_lag = configuration_changes.target_lag -%}\n {%- if target_lag -%}{{- log('Applying UPDATE TARGET_LAG to: ' ~ existing_relation) -}}{%- endif -%}\n {%- set snowflake_warehouse = configuration_changes.snowflake_warehouse -%}\n {%- if snowflake_warehouse -%}{{- log('Applying UPDATE WAREHOUSE to: ' ~ existing_relation) -}}{%- endif -%}\n\n alter dynamic table {{ existing_relation }} set\n {% if target_lag %}target_lag = '{{ target_lag.context }}'{% endif %}\n {% if snowflake_warehouse %}warehouse = {{ snowflake_warehouse.context }}{% endif %}\n\n {%- endif -%}\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.get_replace_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.226799, "supported_languages": null}, "macro.dbt_snowflake.snowflake__refresh_dynamic_table": {"name": "snowflake__refresh_dynamic_table", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/dynamic_table/refresh.sql", "original_file_path": "macros/relations/dynamic_table/refresh.sql", "unique_id": "macro.dbt_snowflake.snowflake__refresh_dynamic_table", "macro_sql": "{% macro snowflake__refresh_dynamic_table(relation) -%}\n {{- log('Applying REFRESH to: ' ~ relation) -}}\n\n alter dynamic table {{ relation }} refresh\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2271943, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_create_dynamic_table_as_sql": {"name": "snowflake__get_create_dynamic_table_as_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/dynamic_table/create.sql", "original_file_path": "macros/relations/dynamic_table/create.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_create_dynamic_table_as_sql", "macro_sql": "{% macro snowflake__get_create_dynamic_table_as_sql(relation, sql) -%}\n\n create dynamic table {{ relation }}\n target_lag = '{{ config.get(\"target_lag\") }}'\n warehouse = {{ config.get(\"snowflake_warehouse\") }}\n as (\n {{ sql }}\n )\n\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2278008, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_drop_table_sql": {"name": "snowflake__get_drop_table_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/table/drop.sql", "original_file_path": "macros/relations/table/drop.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_drop_table_sql", "macro_sql": "{% macro snowflake__get_drop_table_sql(relation) %}\n drop table if exists {{ relation }} cascade\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2280695, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_replace_table_sql": {"name": "snowflake__get_replace_table_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/table/replace.sql", "original_file_path": "macros/relations/table/replace.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_replace_table_sql", "macro_sql": "{% macro snowflake__get_replace_table_sql(relation, sql) %}\n {{ snowflake__create_table_as(False, relation, sql) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__create_table_as"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2284532, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_rename_table_sql": {"name": "snowflake__get_rename_table_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/table/rename.sql", "original_file_path": "macros/relations/table/rename.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_rename_table_sql", "macro_sql": "{%- macro snowflake__get_rename_table_sql(relation, new_name) -%}\n alter table {{ relation }} rename to {{ new_name }}\n{%- endmacro -%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2287765, "supported_languages": null}, "macro.dbt_snowflake.snowflake__create_table_as": {"name": "snowflake__create_table_as", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/relations/table/create.sql", "original_file_path": "macros/relations/table/create.sql", "unique_id": "macro.dbt_snowflake.snowflake__create_table_as", "macro_sql": "{% macro snowflake__create_table_as(temporary, relation, compiled_code, language='sql') -%}\n {%- set transient = config.get('transient', default=true) -%}\n\n {% if temporary -%}\n {%- set table_type = \"temporary\" -%}\n {%- elif transient -%}\n {%- set table_type = \"transient\" -%}\n {%- else -%}\n {%- set table_type = \"\" -%}\n {%- endif %}\n\n {%- if language == 'sql' -%}\n {%- set cluster_by_keys = config.get('cluster_by', default=none) -%}\n {%- set enable_automatic_clustering = config.get('automatic_clustering', default=false) -%}\n {%- set copy_grants = config.get('copy_grants', default=false) -%}\n\n {%- if cluster_by_keys is not none and cluster_by_keys is string -%}\n {%- set cluster_by_keys = [cluster_by_keys] -%}\n {%- endif -%}\n {%- if cluster_by_keys is not none -%}\n {%- set cluster_by_string = cluster_by_keys|join(\", \")-%}\n {% else %}\n {%- set cluster_by_string = none -%}\n {%- endif -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n\n create or replace {{ table_type }} table {{ relation }}\n {%- set contract_config = config.get('contract') -%}\n {%- if contract_config.enforced -%}\n {{ get_assert_columns_equivalent(sql) }}\n {{ get_table_columns_and_constraints() }}\n {% set compiled_code = get_select_subquery(compiled_code) %}\n {% endif %}\n {% if copy_grants and not temporary -%} copy grants {%- endif %} as\n (\n {%- if cluster_by_string is not none -%}\n select * from (\n {{ compiled_code }}\n ) order by ({{ cluster_by_string }})\n {%- else -%}\n {{ compiled_code }}\n {%- endif %}\n );\n {% if cluster_by_string is not none and not temporary -%}\n alter table {{relation}} cluster by ({{cluster_by_string}});\n {%- endif -%}\n {% if enable_automatic_clustering and cluster_by_string is not none and not temporary -%}\n alter table {{relation}} resume recluster;\n {%- endif -%}\n\n {%- elif language == 'python' -%}\n {{ py_write_table(compiled_code=compiled_code, target_relation=relation, table_type=table_type) }}\n {%- else -%}\n {% do exceptions.raise_compiler_error(\"snowflake__create_table_as macro didn't get supported language, it got %s\" % language) %}\n {%- endif -%}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_assert_columns_equivalent", "macro.dbt.get_table_columns_and_constraints", "macro.dbt.get_select_subquery", "macro.dbt_snowflake.py_write_table"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2352178, "supported_languages": null}, "macro.dbt_snowflake.materialization_test_snowflake": {"name": "materialization_test_snowflake", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/test.sql", "original_file_path": "macros/materializations/test.sql", "unique_id": "macro.dbt_snowflake.materialization_test_snowflake", "macro_sql": "{%- materialization test, adapter='snowflake' -%}\n\n {% set original_query_tag = set_query_tag() %}\n {% set relations = materialization_test_default() %}\n {% do unset_query_tag(original_query_tag) %}\n {{ return(relations) }}\n\n{%- endmaterialization -%}", "depends_on": {"macros": ["macro.dbt_snowflake.set_query_tag", "macro.dbt.materialization_test_default", "macro.dbt_snowflake.unset_query_tag"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.235938, "supported_languages": ["sql"]}, "macro.dbt_snowflake.materialization_dynamic_table_snowflake": {"name": "materialization_dynamic_table_snowflake", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/dynamic_table.sql", "original_file_path": "macros/materializations/dynamic_table.sql", "unique_id": "macro.dbt_snowflake.materialization_dynamic_table_snowflake", "macro_sql": "{% materialization dynamic_table, adapter='snowflake' %}\n\n {% set query_tag = set_query_tag() %}\n\n {% set existing_relation = load_cached_relation(this) %}\n {% set target_relation = this.incorporate(type=this.DynamicTable) %}\n\n {{ run_hooks(pre_hooks) }}\n\n {% set build_sql = dynamic_table_get_build_sql(existing_relation, target_relation) %}\n\n {% if build_sql == '' %}\n {{ dynamic_table_execute_no_op(target_relation) }}\n {% else %}\n {{ dynamic_table_execute_build_sql(build_sql, existing_relation, target_relation) }}\n {% endif %}\n\n {{ run_hooks(post_hooks) }}\n\n {% do unset_query_tag(query_tag) %}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", "depends_on": {"macros": ["macro.dbt_snowflake.set_query_tag", "macro.dbt.load_cached_relation", "macro.dbt.run_hooks", "macro.dbt_snowflake.dynamic_table_get_build_sql", "macro.dbt_snowflake.dynamic_table_execute_no_op", "macro.dbt_snowflake.dynamic_table_execute_build_sql", "macro.dbt_snowflake.unset_query_tag"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2409523, "supported_languages": ["sql"]}, "macro.dbt_snowflake.dynamic_table_get_build_sql": {"name": "dynamic_table_get_build_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/dynamic_table.sql", "original_file_path": "macros/materializations/dynamic_table.sql", "unique_id": "macro.dbt_snowflake.dynamic_table_get_build_sql", "macro_sql": "{% macro dynamic_table_get_build_sql(existing_relation, target_relation) %}\n\n {% set full_refresh_mode = should_full_refresh() %}\n\n -- determine the scenario we're in: create, full_refresh, alter, refresh data\n {% if existing_relation is none %}\n {% set build_sql = get_create_sql(target_relation, sql) %}\n {% elif full_refresh_mode or not existing_relation.is_dynamic_table %}\n {% set build_sql = get_replace_sql(existing_relation, target_relation, sql) %}\n {% else %}\n\n -- get config options\n {% set on_configuration_change = config.get('on_configuration_change') %}\n {% set configuration_changes = snowflake__get_dynamic_table_configuration_changes(existing_relation, config) %}\n\n {% if configuration_changes is none %}\n {% set build_sql = '' %}\n {{ exceptions.warn(\"No configuration changes were identified on: `\" ~ target_relation ~ \"`. Continuing.\") }}\n\n {% elif on_configuration_change == 'apply' %}\n {% set build_sql = snowflake__get_alter_dynamic_table_as_sql(existing_relation, configuration_changes, target_relation, sql) %}\n {% elif on_configuration_change == 'continue' %}\n {% set build_sql = '' %}\n {{ exceptions.warn(\"Configuration changes were identified and `on_configuration_change` was set to `continue` for `\" ~ target_relation ~ \"`\") }}\n {% elif on_configuration_change == 'fail' %}\n {{ exceptions.raise_fail_fast_error(\"Configuration changes were identified and `on_configuration_change` was set to `fail` for `\" ~ target_relation ~ \"`\") }}\n\n {% else %}\n -- this only happens if the user provides a value other than `apply`, 'continue', 'fail'\n {{ exceptions.raise_compiler_error(\"Unexpected configuration scenario: `\" ~ on_configuration_change ~ \"`\") }}\n\n {% endif %}\n\n {% endif %}\n\n {% do return(build_sql) %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.should_full_refresh", "macro.dbt.get_create_sql", "macro.dbt.get_replace_sql", "macro.dbt_snowflake.snowflake__get_dynamic_table_configuration_changes", "macro.dbt_snowflake.snowflake__get_alter_dynamic_table_as_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2435412, "supported_languages": null}, "macro.dbt_snowflake.dynamic_table_execute_no_op": {"name": "dynamic_table_execute_no_op", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/dynamic_table.sql", "original_file_path": "macros/materializations/dynamic_table.sql", "unique_id": "macro.dbt_snowflake.dynamic_table_execute_no_op", "macro_sql": "{% macro dynamic_table_execute_no_op(relation) %}\n {% do store_raw_result(\n name=\"main\",\n message=\"skip \" ~ relation,\n code=\"skip\",\n rows_affected=\"-1\"\n ) %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2440014, "supported_languages": null}, "macro.dbt_snowflake.dynamic_table_execute_build_sql": {"name": "dynamic_table_execute_build_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/dynamic_table.sql", "original_file_path": "macros/materializations/dynamic_table.sql", "unique_id": "macro.dbt_snowflake.dynamic_table_execute_build_sql", "macro_sql": "{% macro dynamic_table_execute_build_sql(build_sql, existing_relation, target_relation) %}\n\n {% set grant_config = config.get('grants') %}\n\n {% call statement(name=\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement", "macro.dbt.should_revoke", "macro.dbt.apply_grants", "macro.dbt.persist_docs"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2449565, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_dynamic_table_configuration_changes": {"name": "snowflake__get_dynamic_table_configuration_changes", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/dynamic_table.sql", "original_file_path": "macros/materializations/dynamic_table.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_dynamic_table_configuration_changes", "macro_sql": "{% macro snowflake__get_dynamic_table_configuration_changes(existing_relation, new_config) -%}\n {% set _existing_dynamic_table = snowflake__describe_dynamic_table(existing_relation) %}\n {% set _configuration_changes = existing_relation.dynamic_table_config_changeset(_existing_dynamic_table, new_config.model) %}\n {% do return(_configuration_changes) %}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__describe_dynamic_table"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2455485, "supported_languages": null}, "macro.dbt_snowflake.snowflake__load_csv_rows": {"name": "snowflake__load_csv_rows", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/seed.sql", "original_file_path": "macros/materializations/seed.sql", "unique_id": "macro.dbt_snowflake.snowflake__load_csv_rows", "macro_sql": "{% macro snowflake__load_csv_rows(model, agate_table) %}\n {% set batch_size = get_batch_size() %}\n {% set cols_sql = get_seed_column_quoted_csv(model, agate_table.column_names) %}\n {% set bindings = [] %}\n\n {% set statements = [] %}\n\n {% for chunk in agate_table.rows | batch(batch_size) %}\n {% set bindings = [] %}\n\n {% for row in chunk %}\n {% do bindings.extend(row) %}\n {% endfor %}\n\n {% set sql %}\n insert into {{ this.render() }} ({{ cols_sql }}) values\n {% for row in chunk -%}\n ({%- for column in agate_table.column_names -%}\n %s\n {%- if not loop.last%},{%- endif %}\n {%- endfor -%})\n {%- if not loop.last%},{%- endif %}\n {%- endfor %}\n {% endset %}\n\n {% do adapter.add_query('BEGIN', auto_begin=False) %}\n {% do adapter.add_query(sql, bindings=bindings, abridge_sql_log=True) %}\n {% do adapter.add_query('COMMIT', auto_begin=False) %}\n\n {% if loop.index0 == 0 %}\n {% do statements.append(sql) %}\n {% endif %}\n {% endfor %}\n\n {# Return SQL so we can render it out into the compiled files #}\n {{ return(statements[0]) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_batch_size", "macro.dbt.get_seed_column_quoted_csv"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2492893, "supported_languages": null}, "macro.dbt_snowflake.materialization_seed_snowflake": {"name": "materialization_seed_snowflake", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/seed.sql", "original_file_path": "macros/materializations/seed.sql", "unique_id": "macro.dbt_snowflake.materialization_seed_snowflake", "macro_sql": "{% materialization seed, adapter='snowflake' %}\n {% set original_query_tag = set_query_tag() %}\n\n {% set relations = materialization_seed_default() %}\n\n {% do unset_query_tag(original_query_tag) %}\n\n {{ return(relations) }}\n{% endmaterialization %}", "depends_on": {"macros": ["macro.dbt_snowflake.set_query_tag", "macro.dbt.materialization_seed_default", "macro.dbt_snowflake.unset_query_tag"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.249917, "supported_languages": ["sql"]}, "macro.dbt_snowflake.dbt_snowflake_get_tmp_relation_type": {"name": "dbt_snowflake_get_tmp_relation_type", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/incremental.sql", "original_file_path": "macros/materializations/incremental.sql", "unique_id": "macro.dbt_snowflake.dbt_snowflake_get_tmp_relation_type", "macro_sql": "{% macro dbt_snowflake_get_tmp_relation_type(strategy, unique_key, language) %}\n{%- set tmp_relation_type = config.get('tmp_relation_type') -%}\n /* {#\n High-level principles:\n If we are running multiple statements (DELETE + INSERT),\n and we want to guarantee identical inputs to both statements,\n then we must first save the model query results as a temporary table\n (which presumably comes with a performance cost).\n If we are running a single statement (MERGE or INSERT alone),\n we _may_ save the model query definition as a view instead,\n for (presumably) faster overall incremental processing.\n\n Low-level specifics:\n If an invalid option is specified, then we will raise an\n excpetion with corresponding message.\n\n Languages other than SQL (like Python) will use a temporary table.\n With the default strategy of merge, the user may choose between a temporary\n table and view (defaulting to view).\n\n The append strategy can use a view because it will run a single INSERT statement.\n\n When unique_key is none, the delete+insert strategy can use a view beacuse a\n single INSERT statement is run with no DELETES as part of the statement.\n Otherwise, play it safe by using a temporary table.\n #} */\n\n {% if language == \"python\" and tmp_relation_type is not none %}\n {% do exceptions.raise_compiler_error(\n \"Python models currently only support 'table' for tmp_relation_type but \"\n ~ tmp_relation_type ~ \" was specified.\"\n ) %}\n {% endif %}\n\n {% if strategy == \"delete+insert\" and tmp_relation_type is not none and tmp_relation_type != \"table\" and unique_key is not none %}\n {% do exceptions.raise_compiler_error(\n \"In order to maintain consistent results when `unique_key` is not none,\n the `delete+insert` strategy only supports `table` for `tmp_relation_type` but \"\n ~ tmp_relation_type ~ \" was specified.\"\n )\n %}\n {% endif %}\n\n {% if language != \"sql\" %}\n {{ return(\"table\") }}\n {% elif tmp_relation_type == \"table\" %}\n {{ return(\"table\") }}\n {% elif tmp_relation_type == \"view\" %}\n {{ return(\"view\") }}\n {% elif strategy in (\"default\", \"merge\", \"append\") %}\n {{ return(\"view\") }}\n {% elif strategy == \"delete+insert\" and unique_key is none %}\n {{ return(\"view\") }}\n {% else %}\n {{ return(\"table\") }}\n {% endif %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2541528, "supported_languages": null}, "macro.dbt_snowflake.materialization_incremental_snowflake": {"name": "materialization_incremental_snowflake", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/incremental.sql", "original_file_path": "macros/materializations/incremental.sql", "unique_id": "macro.dbt_snowflake.materialization_incremental_snowflake", "macro_sql": "{% materialization incremental, adapter='snowflake', supported_languages=['sql', 'python'] -%}\n\n {% set original_query_tag = set_query_tag() %}\n\n {#-- Set vars --#}\n {%- set full_refresh_mode = (should_full_refresh()) -%}\n {%- set language = model['language'] -%}\n {% set target_relation = this %}\n {% set existing_relation = load_relation(this) %}\n\n {#-- The temp relation will be a view (faster) or temp table, depending on upsert/merge strategy --#}\n {%- set unique_key = config.get('unique_key') -%}\n {% set incremental_strategy = config.get('incremental_strategy') or 'default' %}\n {% set tmp_relation_type = dbt_snowflake_get_tmp_relation_type(incremental_strategy, unique_key, language) %}\n {% set tmp_relation = make_temp_relation(this).incorporate(type=tmp_relation_type) %}\n\n {% set grant_config = config.get('grants') %}\n\n {% set on_schema_change = incremental_validate_on_schema_change(config.get('on_schema_change'), default='ignore') %}\n\n {{ run_hooks(pre_hooks) }}\n\n {% if existing_relation is none %}\n {%- call statement('main', language=language) -%}\n {{ create_table_as(False, target_relation, compiled_code, language) }}\n {%- endcall -%}\n\n {% elif existing_relation.is_view %}\n {#-- Can't overwrite a view with a table - we must drop --#}\n {{ log(\"Dropping relation \" ~ target_relation ~ \" because it is a view and this model is a table.\") }}\n {% do adapter.drop_relation(existing_relation) %}\n {%- call statement('main', language=language) -%}\n {{ create_table_as(False, target_relation, compiled_code, language) }}\n {%- endcall -%}\n {% elif full_refresh_mode %}\n {%- call statement('main', language=language) -%}\n {{ create_table_as(False, target_relation, compiled_code, language) }}\n {%- endcall -%}\n\n {% else %}\n {#-- Create the temp relation, either as a view or as a temp table --#}\n {% if tmp_relation_type == 'view' %}\n {%- call statement('create_tmp_relation') -%}\n {{ snowflake__create_view_as_with_temp_flag(tmp_relation, compiled_code, True) }}\n {%- endcall -%}\n {% else %}\n {%- call statement('create_tmp_relation', language=language) -%}\n {{ create_table_as(True, tmp_relation, compiled_code, language) }}\n {%- endcall -%}\n {% endif %}\n\n {% do adapter.expand_target_column_types(\n from_relation=tmp_relation,\n to_relation=target_relation) %}\n {#-- Process schema changes. Returns dict of changes if successful. Use source columns for upserting/merging --#}\n {% set dest_columns = process_schema_changes(on_schema_change, tmp_relation, existing_relation) %}\n {% if not dest_columns %}\n {% set dest_columns = adapter.get_columns_in_relation(existing_relation) %}\n {% endif %}\n\n {#-- Get the incremental_strategy, the macro to use for the strategy, and build the sql --#}\n {% set incremental_predicates = config.get('predicates', none) or config.get('incremental_predicates', none) %}\n {% set strategy_sql_macro_func = adapter.get_incremental_strategy_macro(context, incremental_strategy) %}\n {% set strategy_arg_dict = ({'target_relation': target_relation, 'temp_relation': tmp_relation, 'unique_key': unique_key, 'dest_columns': dest_columns, 'incremental_predicates': incremental_predicates }) %}\n\n {%- call statement('main') -%}\n {{ strategy_sql_macro_func(strategy_arg_dict) }}\n {%- endcall -%}\n {% endif %}\n\n {% do drop_relation_if_exists(tmp_relation) %}\n\n {{ run_hooks(post_hooks) }}\n\n {% set target_relation = target_relation.incorporate(type='table') %}\n\n {% set should_revoke =\n should_revoke(existing_relation.is_table, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% do unset_query_tag(original_query_tag) %}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization %}", "depends_on": {"macros": ["macro.dbt_snowflake.set_query_tag", "macro.dbt.should_full_refresh", "macro.dbt.load_relation", "macro.dbt_snowflake.dbt_snowflake_get_tmp_relation_type", "macro.dbt.make_temp_relation", "macro.dbt.incremental_validate_on_schema_change", "macro.dbt.run_hooks", "macro.dbt.statement", "macro.dbt.create_table_as", "macro.dbt_snowflake.snowflake__create_view_as_with_temp_flag", "macro.dbt.process_schema_changes", "macro.dbt.drop_relation_if_exists", "macro.dbt.should_revoke", "macro.dbt.apply_grants", "macro.dbt.persist_docs", "macro.dbt_snowflake.unset_query_tag"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2605689, "supported_languages": ["sql", "python"]}, "macro.dbt_snowflake.snowflake__get_incremental_default_sql": {"name": "snowflake__get_incremental_default_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/incremental.sql", "original_file_path": "macros/materializations/incremental.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_incremental_default_sql", "macro_sql": "{% macro snowflake__get_incremental_default_sql(arg_dict) %}\n {{ return(get_incremental_merge_sql(arg_dict)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_incremental_merge_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2609103, "supported_languages": null}, "macro.dbt_snowflake.materialization_snapshot_snowflake": {"name": "materialization_snapshot_snowflake", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/snapshot.sql", "original_file_path": "macros/materializations/snapshot.sql", "unique_id": "macro.dbt_snowflake.materialization_snapshot_snowflake", "macro_sql": "{% materialization snapshot, adapter='snowflake' %}\n {% set original_query_tag = set_query_tag() %}\n {% set relations = materialization_snapshot_default() %}\n\n {% do unset_query_tag(original_query_tag) %}\n\n {{ return(relations) }}\n{% endmaterialization %}", "depends_on": {"macros": ["macro.dbt_snowflake.set_query_tag", "macro.dbt.materialization_snapshot_default", "macro.dbt_snowflake.unset_query_tag"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2616243, "supported_languages": ["sql"]}, "macro.dbt_snowflake.materialization_table_snowflake": {"name": "materialization_table_snowflake", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/table.sql", "original_file_path": "macros/materializations/table.sql", "unique_id": "macro.dbt_snowflake.materialization_table_snowflake", "macro_sql": "{% materialization table, adapter='snowflake', supported_languages=['sql', 'python']%}\n\n {% set original_query_tag = set_query_tag() %}\n\n {%- set identifier = model['alias'] -%}\n {%- set language = model['language'] -%}\n\n {% set grant_config = config.get('grants') %}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n {%- set target_relation = api.Relation.create(identifier=identifier,\n schema=schema,\n database=database, type='table') -%}\n\n {{ run_hooks(pre_hooks) }}\n\n {#-- Drop the relation if it was a view to \"convert\" it in a table. This may lead to\n -- downtime, but it should be a relatively infrequent occurrence #}\n {% if old_relation is not none and not old_relation.is_table %}\n {{ log(\"Dropping relation \" ~ old_relation ~ \" because it is of type \" ~ old_relation.type) }}\n {{ drop_relation_if_exists(old_relation) }}\n {% endif %}\n\n {% call statement('main', language=language) -%}\n {{ create_table_as(False, target_relation, compiled_code, language) }}\n {%- endcall %}\n\n {{ run_hooks(post_hooks) }}\n\n {% set should_revoke = should_revoke(old_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% do unset_query_tag(original_query_tag) %}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", "depends_on": {"macros": ["macro.dbt_snowflake.set_query_tag", "macro.dbt.run_hooks", "macro.dbt.drop_relation_if_exists", "macro.dbt.statement", "macro.dbt.create_table_as", "macro.dbt.should_revoke", "macro.dbt.apply_grants", "macro.dbt.persist_docs", "macro.dbt_snowflake.unset_query_tag"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2655063, "supported_languages": ["sql", "python"]}, "macro.dbt_snowflake.py_write_table": {"name": "py_write_table", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/table.sql", "original_file_path": "macros/materializations/table.sql", "unique_id": "macro.dbt_snowflake.py_write_table", "macro_sql": "{% macro py_write_table(compiled_code, target_relation, temporary=False, table_type=none) %}\n{#- The following logic is only for backwards-compatiblity with deprecated `temporary` parameter -#}\n{% if table_type is not none %}\n {#- Just use the table_type as-is -#}\n{% elif temporary -%}\n {#- Case 1 when the deprecated `temporary` parameter is used without the replacement `table_type` parameter -#}\n {%- set table_type = \"temporary\" -%}\n{% else %}\n {#- Case 2 when the deprecated `temporary` parameter is used without the replacement `table_type` parameter -#}\n {#- Snowflake treats \"\" as meaning \"permanent\" -#}\n {%- set table_type = \"\" -%}\n{%- endif %}\n{{ compiled_code }}\ndef materialize(session, df, target_relation):\n # make sure pandas exists\n import importlib.util\n package_name = 'pandas'\n if importlib.util.find_spec(package_name):\n import pandas\n if isinstance(df, pandas.core.frame.DataFrame):\n session.use_database(target_relation.database)\n session.use_schema(target_relation.schema)\n # session.write_pandas does not have overwrite function\n df = session.createDataFrame(df)\n {% set target_relation_name = resolve_model_name(target_relation) %}\n df.write.mode(\"overwrite\").save_as_table('{{ target_relation_name }}', table_type='{{table_type}}')\n\ndef main(session):\n dbt = dbtObj(session.table)\n df = model(dbt, session)\n materialize(session, df, dbt.this)\n return \"OK\"\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.resolve_model_name"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2665188, "supported_languages": null}, "macro.dbt_snowflake.py_script_comment": {"name": "py_script_comment", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/table.sql", "original_file_path": "macros/materializations/table.sql", "unique_id": "macro.dbt_snowflake.py_script_comment", "macro_sql": "{% macro py_script_comment()%}\n# To run this in snowsight, you need to select entry point to be main\n# And you may have to modify the return type to text to get the result back\n# def main(session):\n# dbt = dbtObj(session.table)\n# df = model(dbt, session)\n# return df.collect()\n\n# to run this in local notebook, you need to create a session following examples https://github.com/Snowflake-Labs/sfguide-getting-started-snowpark-python\n# then you can do the following to run model\n# dbt = dbtObj(session.table)\n# df = model(dbt, session)\n{%endmacro%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2667289, "supported_languages": null}, "macro.dbt_snowflake.materialization_view_snowflake": {"name": "materialization_view_snowflake", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/view.sql", "original_file_path": "macros/materializations/view.sql", "unique_id": "macro.dbt_snowflake.materialization_view_snowflake", "macro_sql": "{% materialization view, adapter='snowflake' -%}\n\n {% set original_query_tag = set_query_tag() %}\n {% set to_return = snowflake__create_or_replace_view() %}\n\n {% set target_relation = this.incorporate(type='view') %}\n\n {% do persist_docs(target_relation, model, for_columns=false) %}\n\n {% do unset_query_tag(original_query_tag) %}\n\n {% do return(to_return) %}\n\n{%- endmaterialization %}", "depends_on": {"macros": ["macro.dbt_snowflake.set_query_tag", "macro.dbt_snowflake.snowflake__create_or_replace_view", "macro.dbt.persist_docs", "macro.dbt_snowflake.unset_query_tag"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.26777, "supported_languages": ["sql"]}, "macro.dbt_snowflake.snowflake__can_clone_table": {"name": "snowflake__can_clone_table", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/clone.sql", "original_file_path": "macros/materializations/clone.sql", "unique_id": "macro.dbt_snowflake.snowflake__can_clone_table", "macro_sql": "{% macro snowflake__can_clone_table() %}\n {{ return(True) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.268214, "supported_languages": null}, "macro.dbt_snowflake.snowflake__create_or_replace_clone": {"name": "snowflake__create_or_replace_clone", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/clone.sql", "original_file_path": "macros/materializations/clone.sql", "unique_id": "macro.dbt_snowflake.snowflake__create_or_replace_clone", "macro_sql": "{% macro snowflake__create_or_replace_clone(this_relation, defer_relation) %}\n create or replace\n {{ \"transient\" if config.get(\"transient\", true) }}\n table {{ this_relation }}\n clone {{ defer_relation }}\n {{ \"copy grants\" if config.get(\"copy_grants\", false) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2687962, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_merge_sql": {"name": "snowflake__get_merge_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/merge.sql", "original_file_path": "macros/materializations/merge.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_merge_sql", "macro_sql": "{% macro snowflake__get_merge_sql(target, source_sql, unique_key, dest_columns, incremental_predicates) -%}\n\n {#\n Workaround for Snowflake not being happy with a merge on a constant-false predicate.\n When no unique_key is provided, this macro will do a regular insert. If a unique_key\n is provided, then this macro will do a proper merge instead.\n #}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute='name')) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {%- set dml -%}\n {%- if unique_key is none -%}\n\n {{ sql_header if sql_header is not none }}\n\n insert into {{ target }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ source_sql }}\n )\n\n {%- else -%}\n\n {{ default__get_merge_sql(target, source_sql, unique_key, dest_columns, incremental_predicates) }}\n\n {%- endif -%}\n {%- endset -%}\n\n {% do return(snowflake_dml_explicit_transaction(dml)) %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_quoted_csv", "macro.snowplow_utils.default__get_merge_sql", "macro.dbt_snowflake.snowflake_dml_explicit_transaction"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2710938, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_delete_insert_merge_sql": {"name": "snowflake__get_delete_insert_merge_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/merge.sql", "original_file_path": "macros/materializations/merge.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_delete_insert_merge_sql", "macro_sql": "{% macro snowflake__get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) %}\n {% set dml = default__get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) %}\n {% do return(snowflake_dml_explicit_transaction(dml)) %}\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__get_delete_insert_merge_sql", "macro.dbt_snowflake.snowflake_dml_explicit_transaction"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2717085, "supported_languages": null}, "macro.dbt_snowflake.snowflake__snapshot_merge_sql": {"name": "snowflake__snapshot_merge_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/merge.sql", "original_file_path": "macros/materializations/merge.sql", "unique_id": "macro.dbt_snowflake.snowflake__snapshot_merge_sql", "macro_sql": "{% macro snowflake__snapshot_merge_sql(target, source, insert_cols) %}\n {% set dml = default__snapshot_merge_sql(target, source, insert_cols) %}\n {% do return(snowflake_dml_explicit_transaction(dml)) %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__snapshot_merge_sql", "macro.dbt_snowflake.snowflake_dml_explicit_transaction"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2722025, "supported_languages": null}, "macro.dbt_snowflake.snowflake__get_incremental_append_sql": {"name": "snowflake__get_incremental_append_sql", "resource_type": "macro", "package_name": "dbt_snowflake", "path": "macros/materializations/merge.sql", "original_file_path": "macros/materializations/merge.sql", "unique_id": "macro.dbt_snowflake.snowflake__get_incremental_append_sql", "macro_sql": "{% macro snowflake__get_incremental_append_sql(get_incremental_append_sql) %}\n {% set dml = default__get_incremental_append_sql(get_incremental_append_sql) %}\n {% do return(snowflake_dml_explicit_transaction(dml)) %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_incremental_append_sql", "macro.dbt_snowflake.snowflake_dml_explicit_transaction"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.272631, "supported_languages": null}, "macro.dbt.get_fixture_sql": {"name": "get_fixture_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/unit_test_sql/get_fixture_sql.sql", "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", "unique_id": "macro.dbt.get_fixture_sql", "macro_sql": "{% macro get_fixture_sql(rows, column_name_to_data_types) %}\n-- Fixture for {{ model.name }}\n{% set default_row = {} %}\n\n{%- if not column_name_to_data_types -%}\n{#-- Use defer_relation IFF it is available in the manifest and 'this' is missing from the database --#}\n{%- set this_or_defer_relation = defer_relation if (defer_relation and not load_relation(this)) else this -%}\n{%- set columns_in_relation = adapter.get_columns_in_relation(this_or_defer_relation) -%}\n\n{%- set column_name_to_data_types = {} -%}\n{%- for column in columns_in_relation -%}\n{#-- This needs to be a case-insensitive comparison --#}\n{%- do column_name_to_data_types.update({column.name|lower: column.data_type}) -%}\n{%- endfor -%}\n{%- endif -%}\n\n{%- if not column_name_to_data_types -%}\n {{ exceptions.raise_compiler_error(\"Not able to get columns for unit test '\" ~ model.name ~ \"' from relation \" ~ this ~ \" because the relation doesn't exist\") }}\n{%- endif -%}\n\n{%- for column_name, column_type in column_name_to_data_types.items() -%}\n {%- do default_row.update({column_name: (safe_cast(\"null\", column_type) | trim )}) -%}\n{%- endfor -%}\n\n{{ validate_fixture_rows(rows, row_number) }}\n\n{%- for row in rows -%}\n{%- set formatted_row = format_row(row, column_name_to_data_types) -%}\n{%- set default_row_copy = default_row.copy() -%}\n{%- do default_row_copy.update(formatted_row) -%}\nselect\n{%- for column_name, column_value in default_row_copy.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%}, {%- endif %}\n{%- endfor %}\n{%- if not loop.last %}\nunion all\n{% endif %}\n{%- endfor -%}\n\n{%- if (rows | length) == 0 -%}\n select\n {%- for column_name, column_value in default_row.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%},{%- endif %}\n {%- endfor %}\n limit 0\n{%- endif -%}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.load_relation", "macro.dbt.safe_cast", "macro.dbt.validate_fixture_rows", "macro.dbt.format_row"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2785325, "supported_languages": null}, "macro.dbt.get_expected_sql": {"name": "get_expected_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/unit_test_sql/get_fixture_sql.sql", "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", "unique_id": "macro.dbt.get_expected_sql", "macro_sql": "{% macro get_expected_sql(rows, column_name_to_data_types) %}\n\n{%- if (rows | length) == 0 -%}\n select * from dbt_internal_unit_test_actual\n limit 0\n{%- else -%}\n{%- for row in rows -%}\n{%- set formatted_row = format_row(row, column_name_to_data_types) -%}\nselect\n{%- for column_name, column_value in formatted_row.items() %} {{ column_value }} as {{ column_name }}{% if not loop.last -%}, {%- endif %}\n{%- endfor %}\n{%- if not loop.last %}\nunion all\n{% endif %}\n{%- endfor -%}\n{%- endif -%}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.format_row"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2796462, "supported_languages": null}, "macro.dbt.format_row": {"name": "format_row", "resource_type": "macro", "package_name": "dbt", "path": "macros/unit_test_sql/get_fixture_sql.sql", "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", "unique_id": "macro.dbt.format_row", "macro_sql": "\n\n{%- macro format_row(row, column_name_to_data_types) -%}\n {#-- generate case-insensitive formatted row --#}\n {% set formatted_row = {} %}\n {%- for column_name, column_value in row.items() -%}\n {% set column_name = column_name|lower %}\n\n {%- if column_name not in column_name_to_data_types %}\n {#-- if user-provided row contains column name that relation does not contain, raise an error --#}\n {% set fixture_name = \"expected output\" if model.resource_type == 'unit_test' else (\"'\" ~ model.name ~ \"'\") %}\n {{ exceptions.raise_compiler_error(\n \"Invalid column name: '\" ~ column_name ~ \"' in unit test fixture for \" ~ fixture_name ~ \".\"\n \"\\nAccepted columns for \" ~ fixture_name ~ \" are: \" ~ (column_name_to_data_types.keys()|list)\n ) }}\n {%- endif -%}\n\n {%- set column_type = column_name_to_data_types[column_name] %}\n\n {#-- sanitize column_value: wrap yaml strings in quotes, apply cast --#}\n {%- set column_value_clean = column_value -%}\n {%- if column_value is string -%}\n {%- set column_value_clean = dbt.string_literal(dbt.escape_single_quotes(column_value)) -%}\n {%- elif column_value is none -%}\n {%- set column_value_clean = 'null' -%}\n {%- endif -%}\n\n {%- set row_update = {column_name: safe_cast(column_value_clean, column_type) } -%}\n {%- do formatted_row.update(row_update) -%}\n {%- endfor -%}\n {{ return(formatted_row) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt.string_literal", "macro.dbt.escape_single_quotes", "macro.dbt.safe_cast"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.281845, "supported_languages": null}, "macro.dbt.validate_fixture_rows": {"name": "validate_fixture_rows", "resource_type": "macro", "package_name": "dbt", "path": "macros/unit_test_sql/get_fixture_sql.sql", "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", "unique_id": "macro.dbt.validate_fixture_rows", "macro_sql": "{%- macro validate_fixture_rows(rows, row_number) -%}\n {{ return(adapter.dispatch('validate_fixture_rows', 'dbt')(rows, row_number)) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt.default__validate_fixture_rows"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2822607, "supported_languages": null}, "macro.dbt.default__validate_fixture_rows": {"name": "default__validate_fixture_rows", "resource_type": "macro", "package_name": "dbt", "path": "macros/unit_test_sql/get_fixture_sql.sql", "original_file_path": "macros/unit_test_sql/get_fixture_sql.sql", "unique_id": "macro.dbt.default__validate_fixture_rows", "macro_sql": "{%- macro default__validate_fixture_rows(rows, row_number) -%}\n {# This is an abstract method for adapter overrides as needed #}\n{%- endmacro -%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2824943, "supported_languages": null}, "macro.dbt.resolve_model_name": {"name": "resolve_model_name", "resource_type": "macro", "package_name": "dbt", "path": "macros/python_model/python.sql", "original_file_path": "macros/python_model/python.sql", "unique_id": "macro.dbt.resolve_model_name", "macro_sql": "{% macro resolve_model_name(input_model_name) %}\n {{ return(adapter.dispatch('resolve_model_name', 'dbt')(input_model_name)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__resolve_model_name"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2847815, "supported_languages": null}, "macro.dbt.default__resolve_model_name": {"name": "default__resolve_model_name", "resource_type": "macro", "package_name": "dbt", "path": "macros/python_model/python.sql", "original_file_path": "macros/python_model/python.sql", "unique_id": "macro.dbt.default__resolve_model_name", "macro_sql": "\n\n{%- macro default__resolve_model_name(input_model_name) -%}\n {{ input_model_name | string | replace('\"', '\\\"') }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.28509, "supported_languages": null}, "macro.dbt.build_ref_function": {"name": "build_ref_function", "resource_type": "macro", "package_name": "dbt", "path": "macros/python_model/python.sql", "original_file_path": "macros/python_model/python.sql", "unique_id": "macro.dbt.build_ref_function", "macro_sql": "{% macro build_ref_function(model) %}\n\n {%- set ref_dict = {} -%}\n {%- for _ref in model.refs -%}\n {% set _ref_args = [_ref.get('package'), _ref['name']] if _ref.get('package') else [_ref['name'],] %}\n {%- set resolved = ref(*_ref_args, v=_ref.get('version')) -%}\n {%- if _ref.get('version') -%}\n {% do _ref_args.extend([\"v\" ~ _ref['version']]) %}\n {%- endif -%}\n {%- do ref_dict.update({_ref_args | join('.'): resolve_model_name(resolved)}) -%}\n {%- endfor -%}\n\ndef ref(*args, **kwargs):\n refs = {{ ref_dict | tojson }}\n key = '.'.join(args)\n version = kwargs.get(\"v\") or kwargs.get(\"version\")\n if version:\n key += f\".v{version}\"\n dbt_load_df_function = kwargs.get(\"dbt_load_df_function\")\n return dbt_load_df_function(refs[key])\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.resolve_model_name"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2866962, "supported_languages": null}, "macro.dbt.build_source_function": {"name": "build_source_function", "resource_type": "macro", "package_name": "dbt", "path": "macros/python_model/python.sql", "original_file_path": "macros/python_model/python.sql", "unique_id": "macro.dbt.build_source_function", "macro_sql": "{% macro build_source_function(model) %}\n\n {%- set source_dict = {} -%}\n {%- for _source in model.sources -%}\n {%- set resolved = source(*_source) -%}\n {%- do source_dict.update({_source | join('.'): resolve_model_name(resolved)}) -%}\n {%- endfor -%}\n\ndef source(*args, dbt_load_df_function):\n sources = {{ source_dict | tojson }}\n key = '.'.join(args)\n return dbt_load_df_function(sources[key])\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.resolve_model_name"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2875047, "supported_languages": null}, "macro.dbt.build_config_dict": {"name": "build_config_dict", "resource_type": "macro", "package_name": "dbt", "path": "macros/python_model/python.sql", "original_file_path": "macros/python_model/python.sql", "unique_id": "macro.dbt.build_config_dict", "macro_sql": "{% macro build_config_dict(model) %}\n {%- set config_dict = {} -%}\n {% set config_dbt_used = zip(model.config.config_keys_used, model.config.config_keys_defaults) | list %}\n {%- for key, default in config_dbt_used -%}\n {# weird type testing with enum, would be much easier to write this logic in Python! #}\n {%- if key == \"language\" -%}\n {%- set value = \"python\" -%}\n {%- endif -%}\n {%- set value = model.config.get(key, default) -%}\n {%- do config_dict.update({key: value}) -%}\n {%- endfor -%}\nconfig_dict = {{ config_dict }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2886364, "supported_languages": null}, "macro.dbt.py_script_postfix": {"name": "py_script_postfix", "resource_type": "macro", "package_name": "dbt", "path": "macros/python_model/python.sql", "original_file_path": "macros/python_model/python.sql", "unique_id": "macro.dbt.py_script_postfix", "macro_sql": "{% macro py_script_postfix(model) %}\n# This part is user provided model code\n# you will need to copy the next section to run the code\n# COMMAND ----------\n# this part is dbt logic for get ref work, do not modify\n\n{{ build_ref_function(model ) }}\n{{ build_source_function(model ) }}\n{{ build_config_dict(model) }}\n\nclass config:\n def __init__(self, *args, **kwargs):\n pass\n\n @staticmethod\n def get(key, default=None):\n return config_dict.get(key, default)\n\nclass this:\n \"\"\"dbt.this() or dbt.this.identifier\"\"\"\n database = \"{{ this.database }}\"\n schema = \"{{ this.schema }}\"\n identifier = \"{{ this.identifier }}\"\n {% set this_relation_name = resolve_model_name(this) %}\n def __repr__(self):\n return '{{ this_relation_name }}'\n\n\nclass dbtObj:\n def __init__(self, load_df_function) -> None:\n self.source = lambda *args: source(*args, dbt_load_df_function=load_df_function)\n self.ref = lambda *args, **kwargs: ref(*args, **kwargs, dbt_load_df_function=load_df_function)\n self.config = config\n self.this = this()\n self.is_incremental = {{ is_incremental() }}\n\n# COMMAND ----------\n{{py_script_comment()}}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.build_ref_function", "macro.dbt.build_source_function", "macro.dbt.build_config_dict", "macro.dbt.resolve_model_name", "macro.dbt.is_incremental", "macro.dbt.py_script_comment"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2895403, "supported_languages": null}, "macro.dbt.py_script_comment": {"name": "py_script_comment", "resource_type": "macro", "package_name": "dbt", "path": "macros/python_model/python.sql", "original_file_path": "macros/python_model/python.sql", "unique_id": "macro.dbt.py_script_comment", "macro_sql": "{%macro py_script_comment()%}\n{%endmacro%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2896986, "supported_languages": null}, "macro.dbt.intersect": {"name": "intersect", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/intersect.sql", "original_file_path": "macros/utils/intersect.sql", "unique_id": "macro.dbt.intersect", "macro_sql": "{% macro intersect() %}\n {{ return(adapter.dispatch('intersect', 'dbt')()) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__intersect"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.29014, "supported_languages": null}, "macro.dbt.default__intersect": {"name": "default__intersect", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/intersect.sql", "original_file_path": "macros/utils/intersect.sql", "unique_id": "macro.dbt.default__intersect", "macro_sql": "{% macro default__intersect() %}\n\n intersect\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2903056, "supported_languages": null}, "macro.dbt.array_concat": {"name": "array_concat", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/array_concat.sql", "original_file_path": "macros/utils/array_concat.sql", "unique_id": "macro.dbt.array_concat", "macro_sql": "{% macro array_concat(array_1, array_2) -%}\n {{ return(adapter.dispatch('array_concat', 'dbt')(array_1, array_2)) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__array_concat"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2908676, "supported_languages": null}, "macro.dbt.default__array_concat": {"name": "default__array_concat", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/array_concat.sql", "original_file_path": "macros/utils/array_concat.sql", "unique_id": "macro.dbt.default__array_concat", "macro_sql": "{% macro default__array_concat(array_1, array_2) -%}\n array_cat({{ array_1 }}, {{ array_2 }})\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2911396, "supported_languages": null}, "macro.dbt.concat": {"name": "concat", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/concat.sql", "original_file_path": "macros/utils/concat.sql", "unique_id": "macro.dbt.concat", "macro_sql": "{% macro concat(fields) -%}\n {{ return(adapter.dispatch('concat', 'dbt')(fields)) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__concat"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2916195, "supported_languages": null}, "macro.dbt.default__concat": {"name": "default__concat", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/concat.sql", "original_file_path": "macros/utils/concat.sql", "unique_id": "macro.dbt.default__concat", "macro_sql": "{% macro default__concat(fields) -%}\n {{ fields|join(' || ') }}\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2918794, "supported_languages": null}, "macro.dbt.right": {"name": "right", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/right.sql", "original_file_path": "macros/utils/right.sql", "unique_id": "macro.dbt.right", "macro_sql": "{% macro right(string_text, length_expression) -%}\n {{ return(adapter.dispatch('right', 'dbt') (string_text, length_expression)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__right"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2924244, "supported_languages": null}, "macro.dbt.default__right": {"name": "default__right", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/right.sql", "original_file_path": "macros/utils/right.sql", "unique_id": "macro.dbt.default__right", "macro_sql": "{% macro default__right(string_text, length_expression) %}\n\n right(\n {{ string_text }},\n {{ length_expression }}\n )\n\n{%- endmacro -%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2927048, "supported_languages": null}, "macro.dbt.datediff": {"name": "datediff", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/datediff.sql", "original_file_path": "macros/utils/datediff.sql", "unique_id": "macro.dbt.datediff", "macro_sql": "{% macro datediff(first_date, second_date, datepart) %}\n {{ return(adapter.dispatch('datediff', 'dbt')(first_date, second_date, datepart)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__datediff"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2933102, "supported_languages": null}, "macro.dbt.default__datediff": {"name": "default__datediff", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/datediff.sql", "original_file_path": "macros/utils/datediff.sql", "unique_id": "macro.dbt.default__datediff", "macro_sql": "{% macro default__datediff(first_date, second_date, datepart) -%}\n\n datediff(\n {{ datepart }},\n {{ first_date }},\n {{ second_date }}\n )\n\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2936602, "supported_languages": null}, "macro.dbt.string_literal": {"name": "string_literal", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/literal.sql", "original_file_path": "macros/utils/literal.sql", "unique_id": "macro.dbt.string_literal", "macro_sql": "{%- macro string_literal(value) -%}\n {{ return(adapter.dispatch('string_literal', 'dbt') (value)) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt.default__string_literal"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.294121, "supported_languages": null}, "macro.dbt.default__string_literal": {"name": "default__string_literal", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/literal.sql", "original_file_path": "macros/utils/literal.sql", "unique_id": "macro.dbt.default__string_literal", "macro_sql": "{% macro default__string_literal(value) -%}\n '{{ value }}'\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2943304, "supported_languages": null}, "macro.dbt.split_part": {"name": "split_part", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/split_part.sql", "original_file_path": "macros/utils/split_part.sql", "unique_id": "macro.dbt.split_part", "macro_sql": "{% macro split_part(string_text, delimiter_text, part_number) %}\n {{ return(adapter.dispatch('split_part', 'dbt') (string_text, delimiter_text, part_number)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__split_part"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2951674, "supported_languages": null}, "macro.dbt.default__split_part": {"name": "default__split_part", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/split_part.sql", "original_file_path": "macros/utils/split_part.sql", "unique_id": "macro.dbt.default__split_part", "macro_sql": "{% macro default__split_part(string_text, delimiter_text, part_number) %}\n\n split_part(\n {{ string_text }},\n {{ delimiter_text }},\n {{ part_number }}\n )\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2956486, "supported_languages": null}, "macro.dbt._split_part_negative": {"name": "_split_part_negative", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/split_part.sql", "original_file_path": "macros/utils/split_part.sql", "unique_id": "macro.dbt._split_part_negative", "macro_sql": "{% macro _split_part_negative(string_text, delimiter_text, part_number) %}\n\n split_part(\n {{ string_text }},\n {{ delimiter_text }},\n length({{ string_text }})\n - length(\n replace({{ string_text }}, {{ delimiter_text }}, '')\n ) + 2 + {{ part_number }}\n )\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2960901, "supported_languages": null}, "macro.dbt.array_append": {"name": "array_append", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/array_append.sql", "original_file_path": "macros/utils/array_append.sql", "unique_id": "macro.dbt.array_append", "macro_sql": "{% macro array_append(array, new_element) -%}\n {{ return(adapter.dispatch('array_append', 'dbt')(array, new_element)) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__array_append"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2966204, "supported_languages": null}, "macro.dbt.default__array_append": {"name": "default__array_append", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/array_append.sql", "original_file_path": "macros/utils/array_append.sql", "unique_id": "macro.dbt.default__array_append", "macro_sql": "{% macro default__array_append(array, new_element) -%}\n array_append({{ array }}, {{ new_element }})\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.296888, "supported_languages": null}, "macro.dbt.escape_single_quotes": {"name": "escape_single_quotes", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/escape_single_quotes.sql", "original_file_path": "macros/utils/escape_single_quotes.sql", "unique_id": "macro.dbt.escape_single_quotes", "macro_sql": "{% macro escape_single_quotes(expression) %}\n {{ return(adapter.dispatch('escape_single_quotes', 'dbt') (expression)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__escape_single_quotes"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2973895, "supported_languages": null}, "macro.dbt.default__escape_single_quotes": {"name": "default__escape_single_quotes", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/escape_single_quotes.sql", "original_file_path": "macros/utils/escape_single_quotes.sql", "unique_id": "macro.dbt.default__escape_single_quotes", "macro_sql": "{% macro default__escape_single_quotes(expression) -%}\n{{ expression | replace(\"'\",\"''\") }}\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2976701, "supported_languages": null}, "macro.dbt.get_powers_of_two": {"name": "get_powers_of_two", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/generate_series.sql", "original_file_path": "macros/utils/generate_series.sql", "unique_id": "macro.dbt.get_powers_of_two", "macro_sql": "{% macro get_powers_of_two(upper_bound) %}\n {{ return(adapter.dispatch('get_powers_of_two', 'dbt')(upper_bound)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_powers_of_two"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2989454, "supported_languages": null}, "macro.dbt.default__get_powers_of_two": {"name": "default__get_powers_of_two", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/generate_series.sql", "original_file_path": "macros/utils/generate_series.sql", "unique_id": "macro.dbt.default__get_powers_of_two", "macro_sql": "{% macro default__get_powers_of_two(upper_bound) %}\n\n {% if upper_bound <= 0 %}\n {{ exceptions.raise_compiler_error(\"upper bound must be positive\") }}\n {% endif %}\n\n {% for _ in range(1, 100) %}\n {% if upper_bound <= 2 ** loop.index %}{{ return(loop.index) }}{% endif %}\n {% endfor %}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.2997682, "supported_languages": null}, "macro.dbt.generate_series": {"name": "generate_series", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/generate_series.sql", "original_file_path": "macros/utils/generate_series.sql", "unique_id": "macro.dbt.generate_series", "macro_sql": "{% macro generate_series(upper_bound) %}\n {{ return(adapter.dispatch('generate_series', 'dbt')(upper_bound)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__generate_series"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.300139, "supported_languages": null}, "macro.dbt.default__generate_series": {"name": "default__generate_series", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/generate_series.sql", "original_file_path": "macros/utils/generate_series.sql", "unique_id": "macro.dbt.default__generate_series", "macro_sql": "{% macro default__generate_series(upper_bound) %}\n\n {% set n = dbt.get_powers_of_two(upper_bound) %}\n\n with p as (\n select 0 as generated_number union all select 1\n ), unioned as (\n\n select\n\n {% for i in range(n) %}\n p{{i}}.generated_number * power(2, {{i}})\n {% if not loop.last %} + {% endif %}\n {% endfor %}\n + 1\n as generated_number\n\n from\n\n {% for i in range(n) %}\n p as p{{i}}\n {% if not loop.last %} cross join {% endif %}\n {% endfor %}\n\n )\n\n select *\n from unioned\n where generated_number <= {{upper_bound}}\n order by generated_number\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_powers_of_two"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3011534, "supported_languages": null}, "macro.dbt.date_trunc": {"name": "date_trunc", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/date_trunc.sql", "original_file_path": "macros/utils/date_trunc.sql", "unique_id": "macro.dbt.date_trunc", "macro_sql": "{% macro date_trunc(datepart, date) -%}\n {{ return(adapter.dispatch('date_trunc', 'dbt') (datepart, date)) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__date_trunc"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3016887, "supported_languages": null}, "macro.dbt.default__date_trunc": {"name": "default__date_trunc", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/date_trunc.sql", "original_file_path": "macros/utils/date_trunc.sql", "unique_id": "macro.dbt.default__date_trunc", "macro_sql": "{% macro default__date_trunc(datepart, date) -%}\n date_trunc('{{datepart}}', {{date}})\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3019564, "supported_languages": null}, "macro.dbt.replace": {"name": "replace", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/replace.sql", "original_file_path": "macros/utils/replace.sql", "unique_id": "macro.dbt.replace", "macro_sql": "{% macro replace(field, old_chars, new_chars) -%}\n {{ return(adapter.dispatch('replace', 'dbt') (field, old_chars, new_chars)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__replace"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3025534, "supported_languages": null}, "macro.dbt.default__replace": {"name": "default__replace", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/replace.sql", "original_file_path": "macros/utils/replace.sql", "unique_id": "macro.dbt.default__replace", "macro_sql": "{% macro default__replace(field, old_chars, new_chars) %}\n\n replace(\n {{ field }},\n {{ old_chars }},\n {{ new_chars }}\n )\n\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.302881, "supported_languages": null}, "macro.dbt.hash": {"name": "hash", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/hash.sql", "original_file_path": "macros/utils/hash.sql", "unique_id": "macro.dbt.hash", "macro_sql": "{% macro hash(field) -%}\n {{ return(adapter.dispatch('hash', 'dbt') (field)) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__hash"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.303351, "supported_languages": null}, "macro.dbt.default__hash": {"name": "default__hash", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/hash.sql", "original_file_path": "macros/utils/hash.sql", "unique_id": "macro.dbt.default__hash", "macro_sql": "{% macro default__hash(field) -%}\n md5(cast({{ field }} as {{ api.Column.translate_type('string') }}))\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3036811, "supported_languages": null}, "macro.dbt.safe_cast": {"name": "safe_cast", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/safe_cast.sql", "original_file_path": "macros/utils/safe_cast.sql", "unique_id": "macro.dbt.safe_cast", "macro_sql": "{% macro safe_cast(field, type) %}\n {{ return(adapter.dispatch('safe_cast', 'dbt') (field, type)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__safe_cast"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3042023, "supported_languages": null}, "macro.dbt.default__safe_cast": {"name": "default__safe_cast", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/safe_cast.sql", "original_file_path": "macros/utils/safe_cast.sql", "unique_id": "macro.dbt.default__safe_cast", "macro_sql": "{% macro default__safe_cast(field, type) %}\n {# most databases don't support this function yet\n so we just need to use cast #}\n cast({{field}} as {{type}})\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3044958, "supported_languages": null}, "macro.dbt.last_day": {"name": "last_day", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/last_day.sql", "original_file_path": "macros/utils/last_day.sql", "unique_id": "macro.dbt.last_day", "macro_sql": "{% macro last_day(date, datepart) %}\n {{ return(adapter.dispatch('last_day', 'dbt') (date, datepart)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__last_day"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3050945, "supported_languages": null}, "macro.dbt.default_last_day": {"name": "default_last_day", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/last_day.sql", "original_file_path": "macros/utils/last_day.sql", "unique_id": "macro.dbt.default_last_day", "macro_sql": "\n\n{%- macro default_last_day(date, datepart) -%}\n cast(\n {{dbt.dateadd('day', '-1',\n dbt.dateadd(datepart, '1', dbt.date_trunc(datepart, date))\n )}}\n as date)\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt.dateadd", "macro.dbt.date_trunc"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.305633, "supported_languages": null}, "macro.dbt.default__last_day": {"name": "default__last_day", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/last_day.sql", "original_file_path": "macros/utils/last_day.sql", "unique_id": "macro.dbt.default__last_day", "macro_sql": "{% macro default__last_day(date, datepart) -%}\n {{dbt.default_last_day(date, datepart)}}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default_last_day"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.305923, "supported_languages": null}, "macro.dbt.length": {"name": "length", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/length.sql", "original_file_path": "macros/utils/length.sql", "unique_id": "macro.dbt.length", "macro_sql": "{% macro length(expression) -%}\n {{ return(adapter.dispatch('length', 'dbt') (expression)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__length"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3064003, "supported_languages": null}, "macro.dbt.default__length": {"name": "default__length", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/length.sql", "original_file_path": "macros/utils/length.sql", "unique_id": "macro.dbt.default__length", "macro_sql": "{% macro default__length(expression) %}\n\n length(\n {{ expression }}\n )\n\n{%- endmacro -%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3066263, "supported_languages": null}, "macro.dbt.array_construct": {"name": "array_construct", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/array_construct.sql", "original_file_path": "macros/utils/array_construct.sql", "unique_id": "macro.dbt.array_construct", "macro_sql": "{% macro array_construct(inputs=[], data_type=api.Column.translate_type('integer')) -%}\n {{ return(adapter.dispatch('array_construct', 'dbt')(inputs, data_type)) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__array_construct"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3074496, "supported_languages": null}, "macro.dbt.default__array_construct": {"name": "default__array_construct", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/array_construct.sql", "original_file_path": "macros/utils/array_construct.sql", "unique_id": "macro.dbt.default__array_construct", "macro_sql": "{% macro default__array_construct(inputs, data_type) -%}\n {% if inputs|length > 0 %}\n array[ {{ inputs|join(' , ') }} ]\n {% else %}\n array[]::{{data_type}}[]\n {% endif %}\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3079255, "supported_languages": null}, "macro.dbt.listagg": {"name": "listagg", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/listagg.sql", "original_file_path": "macros/utils/listagg.sql", "unique_id": "macro.dbt.listagg", "macro_sql": "{% macro listagg(measure, delimiter_text=\"','\", order_by_clause=none, limit_num=none) -%}\n {{ return(adapter.dispatch('listagg', 'dbt') (measure, delimiter_text, order_by_clause, limit_num)) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__listagg"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3089564, "supported_languages": null}, "macro.dbt.default__listagg": {"name": "default__listagg", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/listagg.sql", "original_file_path": "macros/utils/listagg.sql", "unique_id": "macro.dbt.default__listagg", "macro_sql": "{% macro default__listagg(measure, delimiter_text, order_by_clause, limit_num) -%}\n\n {% if limit_num -%}\n array_to_string(\n array_slice(\n array_agg(\n {{ measure }}\n ){% if order_by_clause -%}\n within group ({{ order_by_clause }})\n {%- endif %}\n ,0\n ,{{ limit_num }}\n ),\n {{ delimiter_text }}\n )\n {%- else %}\n listagg(\n {{ measure }},\n {{ delimiter_text }}\n )\n {% if order_by_clause -%}\n within group ({{ order_by_clause }})\n {%- endif %}\n {%- endif %}\n\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3097696, "supported_languages": null}, "macro.dbt.position": {"name": "position", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/position.sql", "original_file_path": "macros/utils/position.sql", "unique_id": "macro.dbt.position", "macro_sql": "{% macro position(substring_text, string_text) -%}\n {{ return(adapter.dispatch('position', 'dbt') (substring_text, string_text)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__position"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3102982, "supported_languages": null}, "macro.dbt.default__position": {"name": "default__position", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/position.sql", "original_file_path": "macros/utils/position.sql", "unique_id": "macro.dbt.default__position", "macro_sql": "{% macro default__position(substring_text, string_text) %}\n\n position(\n {{ substring_text }} in {{ string_text }}\n )\n\n{%- endmacro -%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3105857, "supported_languages": null}, "macro.dbt.cast_bool_to_text": {"name": "cast_bool_to_text", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/cast_bool_to_text.sql", "original_file_path": "macros/utils/cast_bool_to_text.sql", "unique_id": "macro.dbt.cast_bool_to_text", "macro_sql": "{% macro cast_bool_to_text(field) %}\n {{ adapter.dispatch('cast_bool_to_text', 'dbt') (field) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__cast_bool_to_text"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3110387, "supported_languages": null}, "macro.dbt.default__cast_bool_to_text": {"name": "default__cast_bool_to_text", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/cast_bool_to_text.sql", "original_file_path": "macros/utils/cast_bool_to_text.sql", "unique_id": "macro.dbt.default__cast_bool_to_text", "macro_sql": "{% macro default__cast_bool_to_text(field) %}\n cast({{ field }} as {{ api.Column.translate_type('string') }})\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3113544, "supported_languages": null}, "macro.dbt.any_value": {"name": "any_value", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/any_value.sql", "original_file_path": "macros/utils/any_value.sql", "unique_id": "macro.dbt.any_value", "macro_sql": "{% macro any_value(expression) -%}\n {{ return(adapter.dispatch('any_value', 'dbt') (expression)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__any_value"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.311834, "supported_languages": null}, "macro.dbt.default__any_value": {"name": "default__any_value", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/any_value.sql", "original_file_path": "macros/utils/any_value.sql", "unique_id": "macro.dbt.default__any_value", "macro_sql": "{% macro default__any_value(expression) -%}\n\n any_value({{ expression }})\n\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.312045, "supported_languages": null}, "macro.dbt.bool_or": {"name": "bool_or", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/bool_or.sql", "original_file_path": "macros/utils/bool_or.sql", "unique_id": "macro.dbt.bool_or", "macro_sql": "{% macro bool_or(expression) -%}\n {{ return(adapter.dispatch('bool_or', 'dbt') (expression)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__bool_or"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3125184, "supported_languages": null}, "macro.dbt.default__bool_or": {"name": "default__bool_or", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/bool_or.sql", "original_file_path": "macros/utils/bool_or.sql", "unique_id": "macro.dbt.default__bool_or", "macro_sql": "{% macro default__bool_or(expression) -%}\n\n bool_or({{ expression }})\n\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3127303, "supported_languages": null}, "macro.dbt.type_string": {"name": "type_string", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/data_types.sql", "original_file_path": "macros/utils/data_types.sql", "unique_id": "macro.dbt.type_string", "macro_sql": "\n\n{%- macro type_string() -%}\n {{ return(adapter.dispatch('type_string', 'dbt')()) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt.default__type_string"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.314327, "supported_languages": null}, "macro.dbt.default__type_string": {"name": "default__type_string", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/data_types.sql", "original_file_path": "macros/utils/data_types.sql", "unique_id": "macro.dbt.default__type_string", "macro_sql": "{% macro default__type_string() %}\n {{ return(api.Column.translate_type(\"string\")) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.314647, "supported_languages": null}, "macro.dbt.type_timestamp": {"name": "type_timestamp", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/data_types.sql", "original_file_path": "macros/utils/data_types.sql", "unique_id": "macro.dbt.type_timestamp", "macro_sql": "\n\n{%- macro type_timestamp() -%}\n {{ return(adapter.dispatch('type_timestamp', 'dbt')()) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt.default__type_timestamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.314977, "supported_languages": null}, "macro.dbt.default__type_timestamp": {"name": "default__type_timestamp", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/data_types.sql", "original_file_path": "macros/utils/data_types.sql", "unique_id": "macro.dbt.default__type_timestamp", "macro_sql": "{% macro default__type_timestamp() %}\n {{ return(api.Column.translate_type(\"timestamp\")) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3152766, "supported_languages": null}, "macro.dbt.type_float": {"name": "type_float", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/data_types.sql", "original_file_path": "macros/utils/data_types.sql", "unique_id": "macro.dbt.type_float", "macro_sql": "\n\n{%- macro type_float() -%}\n {{ return(adapter.dispatch('type_float', 'dbt')()) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt.default__type_float"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3156137, "supported_languages": null}, "macro.dbt.default__type_float": {"name": "default__type_float", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/data_types.sql", "original_file_path": "macros/utils/data_types.sql", "unique_id": "macro.dbt.default__type_float", "macro_sql": "{% macro default__type_float() %}\n {{ return(api.Column.translate_type(\"float\")) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3159196, "supported_languages": null}, "macro.dbt.type_numeric": {"name": "type_numeric", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/data_types.sql", "original_file_path": "macros/utils/data_types.sql", "unique_id": "macro.dbt.type_numeric", "macro_sql": "\n\n{%- macro type_numeric() -%}\n {{ return(adapter.dispatch('type_numeric', 'dbt')()) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt.default__type_numeric"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3162389, "supported_languages": null}, "macro.dbt.default__type_numeric": {"name": "default__type_numeric", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/data_types.sql", "original_file_path": "macros/utils/data_types.sql", "unique_id": "macro.dbt.default__type_numeric", "macro_sql": "{% macro default__type_numeric() %}\n {{ return(api.Column.numeric_type(\"numeric\", 28, 6)) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3165972, "supported_languages": null}, "macro.dbt.type_bigint": {"name": "type_bigint", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/data_types.sql", "original_file_path": "macros/utils/data_types.sql", "unique_id": "macro.dbt.type_bigint", "macro_sql": "\n\n{%- macro type_bigint() -%}\n {{ return(adapter.dispatch('type_bigint', 'dbt')()) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt.default__type_bigint"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3169236, "supported_languages": null}, "macro.dbt.default__type_bigint": {"name": "default__type_bigint", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/data_types.sql", "original_file_path": "macros/utils/data_types.sql", "unique_id": "macro.dbt.default__type_bigint", "macro_sql": "{% macro default__type_bigint() %}\n {{ return(api.Column.translate_type(\"bigint\")) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3172164, "supported_languages": null}, "macro.dbt.type_int": {"name": "type_int", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/data_types.sql", "original_file_path": "macros/utils/data_types.sql", "unique_id": "macro.dbt.type_int", "macro_sql": "\n\n{%- macro type_int() -%}\n {{ return(adapter.dispatch('type_int', 'dbt')()) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt.default__type_int"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3175461, "supported_languages": null}, "macro.dbt.default__type_int": {"name": "default__type_int", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/data_types.sql", "original_file_path": "macros/utils/data_types.sql", "unique_id": "macro.dbt.default__type_int", "macro_sql": "{%- macro default__type_int() -%}\n {{ return(api.Column.translate_type(\"integer\")) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3179533, "supported_languages": null}, "macro.dbt.type_boolean": {"name": "type_boolean", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/data_types.sql", "original_file_path": "macros/utils/data_types.sql", "unique_id": "macro.dbt.type_boolean", "macro_sql": "\n\n{%- macro type_boolean() -%}\n {{ return(adapter.dispatch('type_boolean', 'dbt')()) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt.default__type_boolean"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.318268, "supported_languages": null}, "macro.dbt.default__type_boolean": {"name": "default__type_boolean", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/data_types.sql", "original_file_path": "macros/utils/data_types.sql", "unique_id": "macro.dbt.default__type_boolean", "macro_sql": "{%- macro default__type_boolean() -%}\n {{ return(api.Column.translate_type(\"boolean\")) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3185725, "supported_languages": null}, "macro.dbt.except": {"name": "except", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/except.sql", "original_file_path": "macros/utils/except.sql", "unique_id": "macro.dbt.except", "macro_sql": "{% macro except() %}\n {{ return(adapter.dispatch('except', 'dbt')()) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__except"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3190007, "supported_languages": null}, "macro.dbt.default__except": {"name": "default__except", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/except.sql", "original_file_path": "macros/utils/except.sql", "unique_id": "macro.dbt.default__except", "macro_sql": "{% macro default__except() %}\n\n except\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.319161, "supported_languages": null}, "macro.dbt.get_intervals_between": {"name": "get_intervals_between", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/date_spine.sql", "original_file_path": "macros/utils/date_spine.sql", "unique_id": "macro.dbt.get_intervals_between", "macro_sql": "{% macro get_intervals_between(start_date, end_date, datepart) -%}\n {{ return(adapter.dispatch('get_intervals_between', 'dbt')(start_date, end_date, datepart)) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_intervals_between"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3203075, "supported_languages": null}, "macro.dbt.default__get_intervals_between": {"name": "default__get_intervals_between", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/date_spine.sql", "original_file_path": "macros/utils/date_spine.sql", "unique_id": "macro.dbt.default__get_intervals_between", "macro_sql": "{% macro default__get_intervals_between(start_date, end_date, datepart) -%}\n {%- call statement('get_intervals_between', fetch_result=True) %}\n\n select {{ dbt.datediff(start_date, end_date, datepart) }}\n\n {%- endcall -%}\n\n {%- set value_list = load_result('get_intervals_between') -%}\n\n {%- if value_list and value_list['data'] -%}\n {%- set values = value_list['data'] | map(attribute=0) | list %}\n {{ return(values[0]) }}\n {%- else -%}\n {{ return(1) }}\n {%- endif -%}\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.statement", "macro.dbt.datediff"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3215003, "supported_languages": null}, "macro.dbt.date_spine": {"name": "date_spine", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/date_spine.sql", "original_file_path": "macros/utils/date_spine.sql", "unique_id": "macro.dbt.date_spine", "macro_sql": "{% macro date_spine(datepart, start_date, end_date) %}\n {{ return(adapter.dispatch('date_spine', 'dbt')(datepart, start_date, end_date)) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__date_spine"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3219504, "supported_languages": null}, "macro.dbt.default__date_spine": {"name": "default__date_spine", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/date_spine.sql", "original_file_path": "macros/utils/date_spine.sql", "unique_id": "macro.dbt.default__date_spine", "macro_sql": "{% macro default__date_spine(datepart, start_date, end_date) %}\n\n\n {# call as follows:\n\n date_spine(\n \"day\",\n \"to_date('01/01/2016', 'mm/dd/yyyy')\",\n \"dbt.dateadd(week, 1, current_date)\"\n ) #}\n\n\n with rawdata as (\n\n {{dbt.generate_series(\n dbt.get_intervals_between(start_date, end_date, datepart)\n )}}\n\n ),\n\n all_periods as (\n\n select (\n {{\n dbt.dateadd(\n datepart,\n \"row_number() over (order by 1) - 1\",\n start_date\n )\n }}\n ) as date_{{datepart}}\n from rawdata\n\n ),\n\n filtered as (\n\n select *\n from all_periods\n where date_{{datepart}} <= {{ end_date }}\n\n )\n\n select * from filtered\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.generate_series", "macro.dbt.get_intervals_between", "macro.dbt.dateadd"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.32271, "supported_languages": null}, "macro.dbt.dateadd": {"name": "dateadd", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/dateadd.sql", "original_file_path": "macros/utils/dateadd.sql", "unique_id": "macro.dbt.dateadd", "macro_sql": "{% macro dateadd(datepart, interval, from_date_or_timestamp) %}\n {{ return(adapter.dispatch('dateadd', 'dbt')(datepart, interval, from_date_or_timestamp)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__dateadd"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3233232, "supported_languages": null}, "macro.dbt.default__dateadd": {"name": "default__dateadd", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/dateadd.sql", "original_file_path": "macros/utils/dateadd.sql", "unique_id": "macro.dbt.default__dateadd", "macro_sql": "{% macro default__dateadd(datepart, interval, from_date_or_timestamp) %}\n\n dateadd(\n {{ datepart }},\n {{ interval }},\n {{ from_date_or_timestamp }}\n )\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3236983, "supported_languages": null}, "macro.dbt.date": {"name": "date", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/date.sql", "original_file_path": "macros/utils/date.sql", "unique_id": "macro.dbt.date", "macro_sql": "{% macro date(year, month, day) %}\n {{ return(adapter.dispatch('date', 'dbt') (year, month, day)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__date"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.324317, "supported_languages": null}, "macro.dbt.default__date": {"name": "default__date", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/date.sql", "original_file_path": "macros/utils/date.sql", "unique_id": "macro.dbt.default__date", "macro_sql": "{% macro default__date(year, month, day) -%}\n {%- set dt = modules.datetime.date(year, month, day) -%}\n {%- set iso_8601_formatted_date = dt.strftime('%Y-%m-%d') -%}\n to_date('{{ iso_8601_formatted_date }}', 'YYYY-MM-DD')\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3249018, "supported_languages": null}, "macro.dbt.cast": {"name": "cast", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/cast.sql", "original_file_path": "macros/utils/cast.sql", "unique_id": "macro.dbt.cast", "macro_sql": "{% macro cast(field, type) %}\n {{ return(adapter.dispatch('cast', 'dbt') (field, type)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__cast"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3254383, "supported_languages": null}, "macro.dbt.default__cast": {"name": "default__cast", "resource_type": "macro", "package_name": "dbt", "path": "macros/utils/cast.sql", "original_file_path": "macros/utils/cast.sql", "unique_id": "macro.dbt.default__cast", "macro_sql": "{% macro default__cast(field, type) %}\n cast({{field}} as {{type}})\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3257082, "supported_languages": null}, "macro.dbt.get_create_backup_sql": {"name": "get_create_backup_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/create_backup.sql", "original_file_path": "macros/relations/create_backup.sql", "unique_id": "macro.dbt.get_create_backup_sql", "macro_sql": "{%- macro get_create_backup_sql(relation) -%}\n {{- log('Applying CREATE BACKUP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_backup_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", "depends_on": {"macros": ["macro.dbt.default__get_create_backup_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3263342, "supported_languages": null}, "macro.dbt.default__get_create_backup_sql": {"name": "default__get_create_backup_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/create_backup.sql", "original_file_path": "macros/relations/create_backup.sql", "unique_id": "macro.dbt.default__get_create_backup_sql", "macro_sql": "{%- macro default__get_create_backup_sql(relation) -%}\n\n -- get the standard backup name\n {% set backup_relation = make_backup_relation(relation, relation.type) %}\n\n -- drop any pre-existing backup\n {{ get_drop_sql(backup_relation) }};\n\n {{ get_rename_sql(relation, backup_relation.identifier) }}\n\n{%- endmacro -%}", "depends_on": {"macros": ["macro.dbt.make_backup_relation", "macro.dbt.get_drop_sql", "macro.dbt.get_rename_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3269393, "supported_languages": null}, "macro.dbt.get_drop_sql": {"name": "get_drop_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/drop.sql", "original_file_path": "macros/relations/drop.sql", "unique_id": "macro.dbt.get_drop_sql", "macro_sql": "{%- macro get_drop_sql(relation) -%}\n {{- log('Applying DROP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_drop_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_drop_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3281147, "supported_languages": null}, "macro.dbt.default__get_drop_sql": {"name": "default__get_drop_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/drop.sql", "original_file_path": "macros/relations/drop.sql", "unique_id": "macro.dbt.default__get_drop_sql", "macro_sql": "{%- macro default__get_drop_sql(relation) -%}\n\n {%- if relation.is_view -%}\n {{ drop_view(relation) }}\n\n {%- elif relation.is_table -%}\n {{ drop_table(relation) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ drop_materialized_view(relation) }}\n\n {%- else -%}\n drop {{ relation.type }} if exists {{ relation.render() }} cascade\n\n {%- endif -%}\n\n{%- endmacro -%}\n\n\n", "depends_on": {"macros": ["macro.dbt.drop_view", "macro.dbt.drop_table", "macro.dbt.drop_materialized_view"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3289304, "supported_languages": null}, "macro.dbt.drop_relation": {"name": "drop_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/drop.sql", "original_file_path": "macros/relations/drop.sql", "unique_id": "macro.dbt.drop_relation", "macro_sql": "{% macro drop_relation(relation) -%}\n {{ return(adapter.dispatch('drop_relation', 'dbt')(relation)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__drop_relation"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3292909, "supported_languages": null}, "macro.dbt.default__drop_relation": {"name": "default__drop_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/drop.sql", "original_file_path": "macros/relations/drop.sql", "unique_id": "macro.dbt.default__drop_relation", "macro_sql": "{% macro default__drop_relation(relation) -%}\n {% call statement('drop_relation', auto_begin=False) -%}\n {{ get_drop_sql(relation) }}\n {%- endcall %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement", "macro.dbt.get_drop_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.329707, "supported_languages": null}, "macro.dbt.drop_relation_if_exists": {"name": "drop_relation_if_exists", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/drop.sql", "original_file_path": "macros/relations/drop.sql", "unique_id": "macro.dbt.drop_relation_if_exists", "macro_sql": "{% macro drop_relation_if_exists(relation) %}\n {% if relation is not none %}\n {{ adapter.drop_relation(relation) }}\n {% endif %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3300889, "supported_languages": null}, "macro.dbt.get_create_intermediate_sql": {"name": "get_create_intermediate_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/create_intermediate.sql", "original_file_path": "macros/relations/create_intermediate.sql", "unique_id": "macro.dbt.get_create_intermediate_sql", "macro_sql": "{%- macro get_create_intermediate_sql(relation, sql) -%}\n {{- log('Applying CREATE INTERMEDIATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_intermediate_sql', 'dbt')(relation, sql) -}}\n{%- endmacro -%}\n\n\n", "depends_on": {"macros": ["macro.dbt.default__get_create_intermediate_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3307817, "supported_languages": null}, "macro.dbt.default__get_create_intermediate_sql": {"name": "default__get_create_intermediate_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/create_intermediate.sql", "original_file_path": "macros/relations/create_intermediate.sql", "unique_id": "macro.dbt.default__get_create_intermediate_sql", "macro_sql": "{%- macro default__get_create_intermediate_sql(relation, sql) -%}\n\n -- get the standard intermediate name\n {% set intermediate_relation = make_intermediate_relation(relation) %}\n\n -- drop any pre-existing intermediate\n {{ get_drop_sql(intermediate_relation) }};\n\n {{ get_create_sql(intermediate_relation, sql) }}\n\n{%- endmacro -%}", "depends_on": {"macros": ["macro.dbt.make_intermediate_relation", "macro.dbt.get_drop_sql", "macro.dbt.get_create_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3314383, "supported_languages": null}, "macro.dbt.drop_schema_named": {"name": "drop_schema_named", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/schema.sql", "original_file_path": "macros/relations/schema.sql", "unique_id": "macro.dbt.drop_schema_named", "macro_sql": "{% macro drop_schema_named(schema_name) %}\n {{ return(adapter.dispatch('drop_schema_named', 'dbt') (schema_name)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__drop_schema_named"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3319404, "supported_languages": null}, "macro.dbt.default__drop_schema_named": {"name": "default__drop_schema_named", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/schema.sql", "original_file_path": "macros/relations/schema.sql", "unique_id": "macro.dbt.default__drop_schema_named", "macro_sql": "{% macro default__drop_schema_named(schema_name) %}\n {% set schema_relation = api.Relation.create(schema=schema_name) %}\n {{ adapter.drop_schema(schema_relation) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3323784, "supported_languages": null}, "macro.dbt.get_drop_backup_sql": {"name": "get_drop_backup_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/drop_backup.sql", "original_file_path": "macros/relations/drop_backup.sql", "unique_id": "macro.dbt.get_drop_backup_sql", "macro_sql": "{%- macro get_drop_backup_sql(relation) -%}\n {{- log('Applying DROP BACKUP to: ' ~ relation) -}}\n {{- adapter.dispatch('get_drop_backup_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", "depends_on": {"macros": ["macro.dbt.default__get_drop_backup_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3329887, "supported_languages": null}, "macro.dbt.default__get_drop_backup_sql": {"name": "default__get_drop_backup_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/drop_backup.sql", "original_file_path": "macros/relations/drop_backup.sql", "unique_id": "macro.dbt.default__get_drop_backup_sql", "macro_sql": "{%- macro default__get_drop_backup_sql(relation) -%}\n\n -- get the standard backup name\n {% set backup_relation = make_backup_relation(relation, relation.type) %}\n\n {{ get_drop_sql(backup_relation) }}\n\n{%- endmacro -%}", "depends_on": {"macros": ["macro.dbt.make_backup_relation", "macro.dbt.get_drop_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3334124, "supported_languages": null}, "macro.dbt.get_replace_sql": {"name": "get_replace_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/replace.sql", "original_file_path": "macros/relations/replace.sql", "unique_id": "macro.dbt.get_replace_sql", "macro_sql": "{% macro get_replace_sql(existing_relation, target_relation, sql) %}\n {{- log('Applying REPLACE to: ' ~ existing_relation) -}}\n {{- adapter.dispatch('get_replace_sql', 'dbt')(existing_relation, target_relation, sql) -}}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_replace_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.334654, "supported_languages": null}, "macro.dbt.default__get_replace_sql": {"name": "default__get_replace_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/replace.sql", "original_file_path": "macros/relations/replace.sql", "unique_id": "macro.dbt.default__get_replace_sql", "macro_sql": "{% macro default__get_replace_sql(existing_relation, target_relation, sql) %}\n\n {# /* use a create or replace statement if possible */ #}\n\n {% set is_replaceable = existing_relation.type == target_relation_type and existing_relation.can_be_replaced %}\n\n {% if is_replaceable and existing_relation.is_view %}\n {{ get_replace_view_sql(target_relation, sql) }}\n\n {% elif is_replaceable and existing_relation.is_table %}\n {{ get_replace_table_sql(target_relation, sql) }}\n\n {% elif is_replaceable and existing_relation.is_materialized_view %}\n {{ get_replace_materialized_view_sql(target_relation, sql) }}\n\n {# /* a create or replace statement is not possible, so try to stage and/or backup to be safe */ #}\n\n {# /* create target_relation as an intermediate relation, then swap it out with the existing one using a backup */ #}\n {%- elif target_relation.can_be_renamed and existing_relation.can_be_renamed -%}\n {{ get_create_intermediate_sql(target_relation, sql) }};\n {{ get_create_backup_sql(existing_relation) }};\n {{ get_rename_intermediate_sql(target_relation) }};\n {{ get_drop_backup_sql(existing_relation) }}\n\n {# /* create target_relation as an intermediate relation, then swap it out with the existing one without using a backup */ #}\n {%- elif target_relation.can_be_renamed -%}\n {{ get_create_intermediate_sql(target_relation, sql) }};\n {{ get_drop_sql(existing_relation) }};\n {{ get_rename_intermediate_sql(target_relation) }}\n\n {# /* create target_relation in place by first backing up the existing relation */ #}\n {%- elif existing_relation.can_be_renamed -%}\n {{ get_create_backup_sql(existing_relation) }};\n {{ get_create_sql(target_relation, sql) }};\n {{ get_drop_backup_sql(existing_relation) }}\n\n {# /* no renaming is allowed, so just drop and create */ #}\n {%- else -%}\n {{ get_drop_sql(existing_relation) }};\n {{ get_create_sql(target_relation, sql) }}\n\n {%- endif -%}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_replace_view_sql", "macro.dbt.get_replace_table_sql", "macro.dbt.get_replace_materialized_view_sql", "macro.dbt.get_create_intermediate_sql", "macro.dbt.get_create_backup_sql", "macro.dbt.get_rename_intermediate_sql", "macro.dbt.get_drop_backup_sql", "macro.dbt.get_drop_sql", "macro.dbt.get_create_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3370018, "supported_languages": null}, "macro.dbt.get_rename_intermediate_sql": {"name": "get_rename_intermediate_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/rename_intermediate.sql", "original_file_path": "macros/relations/rename_intermediate.sql", "unique_id": "macro.dbt.get_rename_intermediate_sql", "macro_sql": "{%- macro get_rename_intermediate_sql(relation) -%}\n {{- log('Applying RENAME INTERMEDIATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_rename_intermediate_sql', 'dbt')(relation) -}}\n{%- endmacro -%}\n\n\n", "depends_on": {"macros": ["macro.dbt.default__get_rename_intermediate_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3376284, "supported_languages": null}, "macro.dbt.default__get_rename_intermediate_sql": {"name": "default__get_rename_intermediate_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/rename_intermediate.sql", "original_file_path": "macros/relations/rename_intermediate.sql", "unique_id": "macro.dbt.default__get_rename_intermediate_sql", "macro_sql": "{%- macro default__get_rename_intermediate_sql(relation) -%}\n\n -- get the standard intermediate name\n {% set intermediate_relation = make_intermediate_relation(relation) %}\n\n {{ get_rename_sql(intermediate_relation, relation.identifier) }}\n\n{%- endmacro -%}", "depends_on": {"macros": ["macro.dbt.make_intermediate_relation", "macro.dbt.get_rename_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3380394, "supported_languages": null}, "macro.dbt.get_rename_sql": {"name": "get_rename_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/rename.sql", "original_file_path": "macros/relations/rename.sql", "unique_id": "macro.dbt.get_rename_sql", "macro_sql": "{%- macro get_rename_sql(relation, new_name) -%}\n {{- log('Applying RENAME to: ' ~ relation) -}}\n {{- adapter.dispatch('get_rename_sql', 'dbt')(relation, new_name) -}}\n{%- endmacro -%}\n\n\n", "depends_on": {"macros": ["macro.dbt.default__get_rename_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3391824, "supported_languages": null}, "macro.dbt.default__get_rename_sql": {"name": "default__get_rename_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/rename.sql", "original_file_path": "macros/relations/rename.sql", "unique_id": "macro.dbt.default__get_rename_sql", "macro_sql": "{%- macro default__get_rename_sql(relation, new_name) -%}\n\n {%- if relation.is_view -%}\n {{ get_rename_view_sql(relation, new_name) }}\n\n {%- elif relation.is_table -%}\n {{ get_rename_table_sql(relation, new_name) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ get_rename_materialized_view_sql(relation, new_name) }}\n\n {%- else -%}\n {{- exceptions.raise_compiler_error(\"`get_rename_sql` has not been implemented for: \" ~ relation.type ) -}}\n\n {%- endif -%}\n\n{%- endmacro -%}\n\n\n", "depends_on": {"macros": ["macro.dbt.get_rename_view_sql", "macro.dbt.get_rename_table_sql", "macro.dbt.get_rename_materialized_view_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.340051, "supported_languages": null}, "macro.dbt.rename_relation": {"name": "rename_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/rename.sql", "original_file_path": "macros/relations/rename.sql", "unique_id": "macro.dbt.rename_relation", "macro_sql": "{% macro rename_relation(from_relation, to_relation) -%}\n {{ return(adapter.dispatch('rename_relation', 'dbt')(from_relation, to_relation)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__rename_relation"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3404713, "supported_languages": null}, "macro.dbt.default__rename_relation": {"name": "default__rename_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/rename.sql", "original_file_path": "macros/relations/rename.sql", "unique_id": "macro.dbt.default__rename_relation", "macro_sql": "{% macro default__rename_relation(from_relation, to_relation) -%}\n {% set target_name = adapter.quote_as_configured(to_relation.identifier, 'identifier') %}\n {% call statement('rename_relation') -%}\n alter table {{ from_relation.render() }} rename to {{ target_name }}\n {%- endcall %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3410602, "supported_languages": null}, "macro.dbt.get_create_sql": {"name": "get_create_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/create.sql", "original_file_path": "macros/relations/create.sql", "unique_id": "macro.dbt.get_create_sql", "macro_sql": "{%- macro get_create_sql(relation, sql) -%}\n {{- log('Applying CREATE to: ' ~ relation) -}}\n {{- adapter.dispatch('get_create_sql', 'dbt')(relation, sql) -}}\n{%- endmacro -%}\n\n\n", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_create_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3418767, "supported_languages": null}, "macro.dbt.default__get_create_sql": {"name": "default__get_create_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/create.sql", "original_file_path": "macros/relations/create.sql", "unique_id": "macro.dbt.default__get_create_sql", "macro_sql": "{%- macro default__get_create_sql(relation, sql) -%}\n\n {%- if relation.is_view -%}\n {{ get_create_view_as_sql(relation, sql) }}\n\n {%- elif relation.is_table -%}\n {{ get_create_table_as_sql(False, relation, sql) }}\n\n {%- elif relation.is_materialized_view -%}\n {{ get_create_materialized_view_as_sql(relation, sql) }}\n\n {%- else -%}\n {{- exceptions.raise_compiler_error(\"`get_create_sql` has not been implemented for: \" ~ relation.type ) -}}\n\n {%- endif -%}\n\n{%- endmacro -%}", "depends_on": {"macros": ["macro.dbt.get_create_view_as_sql", "macro.dbt.get_create_table_as_sql", "macro.dbt.get_create_materialized_view_as_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3427591, "supported_languages": null}, "macro.dbt.drop_materialized_view": {"name": "drop_materialized_view", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/materialized_view/drop.sql", "original_file_path": "macros/relations/materialized_view/drop.sql", "unique_id": "macro.dbt.drop_materialized_view", "macro_sql": "{% macro drop_materialized_view(relation) -%}\n {{- adapter.dispatch('drop_materialized_view', 'dbt')(relation) -}}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__drop_materialized_view"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3432276, "supported_languages": null}, "macro.dbt.default__drop_materialized_view": {"name": "default__drop_materialized_view", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/materialized_view/drop.sql", "original_file_path": "macros/relations/materialized_view/drop.sql", "unique_id": "macro.dbt.default__drop_materialized_view", "macro_sql": "{% macro default__drop_materialized_view(relation) -%}\n drop materialized view if exists {{ relation.render() }} cascade\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3434973, "supported_languages": null}, "macro.dbt.get_replace_materialized_view_sql": {"name": "get_replace_materialized_view_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/materialized_view/replace.sql", "original_file_path": "macros/relations/materialized_view/replace.sql", "unique_id": "macro.dbt.get_replace_materialized_view_sql", "macro_sql": "{% macro get_replace_materialized_view_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_materialized_view_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_replace_materialized_view_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3439965, "supported_languages": null}, "macro.dbt.default__get_replace_materialized_view_sql": {"name": "default__get_replace_materialized_view_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/materialized_view/replace.sql", "original_file_path": "macros/relations/materialized_view/replace.sql", "unique_id": "macro.dbt.default__get_replace_materialized_view_sql", "macro_sql": "{% macro default__get_replace_materialized_view_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_materialized_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3442893, "supported_languages": null}, "macro.dbt.get_alter_materialized_view_as_sql": {"name": "get_alter_materialized_view_as_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/materialized_view/alter.sql", "original_file_path": "macros/relations/materialized_view/alter.sql", "unique_id": "macro.dbt.get_alter_materialized_view_as_sql", "macro_sql": "{% macro get_alter_materialized_view_as_sql(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n) %}\n {{- log('Applying ALTER to: ' ~ relation) -}}\n {{- adapter.dispatch('get_alter_materialized_view_as_sql', 'dbt')(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n ) -}}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_alter_materialized_view_as_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3453517, "supported_languages": null}, "macro.dbt.default__get_alter_materialized_view_as_sql": {"name": "default__get_alter_materialized_view_as_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/materialized_view/alter.sql", "original_file_path": "macros/relations/materialized_view/alter.sql", "unique_id": "macro.dbt.default__get_alter_materialized_view_as_sql", "macro_sql": "{% macro default__get_alter_materialized_view_as_sql(\n relation,\n configuration_changes,\n sql,\n existing_relation,\n backup_relation,\n intermediate_relation\n) %}\n {{ exceptions.raise_compiler_error(\"Materialized views have not been implemented for this adapter.\") }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3458507, "supported_languages": null}, "macro.dbt.get_materialized_view_configuration_changes": {"name": "get_materialized_view_configuration_changes", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/materialized_view/alter.sql", "original_file_path": "macros/relations/materialized_view/alter.sql", "unique_id": "macro.dbt.get_materialized_view_configuration_changes", "macro_sql": "{% macro get_materialized_view_configuration_changes(existing_relation, new_config) %}\n /* {#\n It's recommended that configuration changes be formatted as follows:\n {\"\": [{\"action\": \"\", \"context\": ...}]}\n\n For example:\n {\n \"indexes\": [\n {\"action\": \"drop\", \"context\": \"index_abc\"},\n {\"action\": \"create\", \"context\": {\"columns\": [\"column_1\", \"column_2\"], \"type\": \"hash\", \"unique\": True}},\n ],\n }\n\n Either way, `get_materialized_view_configuration_changes` needs to align with `get_alter_materialized_view_as_sql`.\n #} */\n {{- log('Determining configuration changes on: ' ~ existing_relation) -}}\n {%- do return(adapter.dispatch('get_materialized_view_configuration_changes', 'dbt')(existing_relation, new_config)) -%}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_materialized_view_configuration_changes"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3464065, "supported_languages": null}, "macro.dbt.default__get_materialized_view_configuration_changes": {"name": "default__get_materialized_view_configuration_changes", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/materialized_view/alter.sql", "original_file_path": "macros/relations/materialized_view/alter.sql", "unique_id": "macro.dbt.default__get_materialized_view_configuration_changes", "macro_sql": "{% macro default__get_materialized_view_configuration_changes(existing_relation, new_config) %}\n {{ exceptions.raise_compiler_error(\"Materialized views have not been implemented for this adapter.\") }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3466957, "supported_languages": null}, "macro.dbt.refresh_materialized_view": {"name": "refresh_materialized_view", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/materialized_view/refresh.sql", "original_file_path": "macros/relations/materialized_view/refresh.sql", "unique_id": "macro.dbt.refresh_materialized_view", "macro_sql": "{% macro refresh_materialized_view(relation) %}\n {{- log('Applying REFRESH to: ' ~ relation) -}}\n {{- adapter.dispatch('refresh_materialized_view', 'dbt')(relation) -}}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__refresh_materialized_view"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3472624, "supported_languages": null}, "macro.dbt.default__refresh_materialized_view": {"name": "default__refresh_materialized_view", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/materialized_view/refresh.sql", "original_file_path": "macros/relations/materialized_view/refresh.sql", "unique_id": "macro.dbt.default__refresh_materialized_view", "macro_sql": "{% macro default__refresh_materialized_view(relation) %}\n {{ exceptions.raise_compiler_error(\"`refresh_materialized_view` has not been implemented for this adapter.\") }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3475492, "supported_languages": null}, "macro.dbt.get_rename_materialized_view_sql": {"name": "get_rename_materialized_view_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/materialized_view/rename.sql", "original_file_path": "macros/relations/materialized_view/rename.sql", "unique_id": "macro.dbt.get_rename_materialized_view_sql", "macro_sql": "{% macro get_rename_materialized_view_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_materialized_view_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_rename_materialized_view_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3480494, "supported_languages": null}, "macro.dbt.default__get_rename_materialized_view_sql": {"name": "default__get_rename_materialized_view_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/materialized_view/rename.sql", "original_file_path": "macros/relations/materialized_view/rename.sql", "unique_id": "macro.dbt.default__get_rename_materialized_view_sql", "macro_sql": "{% macro default__get_rename_materialized_view_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_materialized_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3483384, "supported_languages": null}, "macro.dbt.get_create_materialized_view_as_sql": {"name": "get_create_materialized_view_as_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/materialized_view/create.sql", "original_file_path": "macros/relations/materialized_view/create.sql", "unique_id": "macro.dbt.get_create_materialized_view_as_sql", "macro_sql": "{% macro get_create_materialized_view_as_sql(relation, sql) -%}\n {{- adapter.dispatch('get_create_materialized_view_as_sql', 'dbt')(relation, sql) -}}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_create_materialized_view_as_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3488567, "supported_languages": null}, "macro.dbt.default__get_create_materialized_view_as_sql": {"name": "default__get_create_materialized_view_as_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/materialized_view/create.sql", "original_file_path": "macros/relations/materialized_view/create.sql", "unique_id": "macro.dbt.default__get_create_materialized_view_as_sql", "macro_sql": "{% macro default__get_create_materialized_view_as_sql(relation, sql) -%}\n {{ exceptions.raise_compiler_error(\n \"`get_create_materialized_view_as_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.349137, "supported_languages": null}, "macro.dbt.drop_view": {"name": "drop_view", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/view/drop.sql", "original_file_path": "macros/relations/view/drop.sql", "unique_id": "macro.dbt.drop_view", "macro_sql": "{% macro drop_view(relation) -%}\n {{- adapter.dispatch('drop_view', 'dbt')(relation) -}}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__drop_view"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.349601, "supported_languages": null}, "macro.dbt.default__drop_view": {"name": "default__drop_view", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/view/drop.sql", "original_file_path": "macros/relations/view/drop.sql", "unique_id": "macro.dbt.default__drop_view", "macro_sql": "{% macro default__drop_view(relation) -%}\n drop view if exists {{ relation.render() }} cascade\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3498592, "supported_languages": null}, "macro.dbt.get_replace_view_sql": {"name": "get_replace_view_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/view/replace.sql", "original_file_path": "macros/relations/view/replace.sql", "unique_id": "macro.dbt.get_replace_view_sql", "macro_sql": "{% macro get_replace_view_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_view_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_replace_view_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3511524, "supported_languages": null}, "macro.dbt.default__get_replace_view_sql": {"name": "default__get_replace_view_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/view/replace.sql", "original_file_path": "macros/relations/view/replace.sql", "unique_id": "macro.dbt.default__get_replace_view_sql", "macro_sql": "{% macro default__get_replace_view_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3514607, "supported_languages": null}, "macro.dbt.create_or_replace_view": {"name": "create_or_replace_view", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/view/replace.sql", "original_file_path": "macros/relations/view/replace.sql", "unique_id": "macro.dbt.create_or_replace_view", "macro_sql": "{% macro create_or_replace_view() %}\n {%- set identifier = model['alias'] -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {%- set target_relation = api.Relation.create(\n identifier=identifier, schema=schema, database=database,\n type='view') -%}\n {% set grant_config = config.get('grants') %}\n\n {{ run_hooks(pre_hooks) }}\n\n -- If there's a table with the same name and we weren't told to full refresh,\n -- that's an error. If we were told to full refresh, drop it. This behavior differs\n -- for Snowflake and BigQuery, so multiple dispatch is used.\n {%- if old_relation is not none and old_relation.is_table -%}\n {{ handle_existing_table(should_full_refresh(), old_relation) }}\n {%- endif -%}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_view_as_sql(target_relation, sql) }}\n {%- endcall %}\n\n {% set should_revoke = should_revoke(exists_as_view, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {{ run_hooks(post_hooks) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_hooks", "macro.dbt.handle_existing_table", "macro.dbt.should_full_refresh", "macro.dbt.statement", "macro.dbt.get_create_view_as_sql", "macro.dbt.should_revoke", "macro.dbt.apply_grants"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3536627, "supported_languages": null}, "macro.dbt.handle_existing_table": {"name": "handle_existing_table", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/view/replace.sql", "original_file_path": "macros/relations/view/replace.sql", "unique_id": "macro.dbt.handle_existing_table", "macro_sql": "{% macro handle_existing_table(full_refresh, old_relation) %}\n {{ adapter.dispatch('handle_existing_table', 'dbt')(full_refresh, old_relation) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__handle_existing_table"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3540556, "supported_languages": null}, "macro.dbt.default__handle_existing_table": {"name": "default__handle_existing_table", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/view/replace.sql", "original_file_path": "macros/relations/view/replace.sql", "unique_id": "macro.dbt.default__handle_existing_table", "macro_sql": "{% macro default__handle_existing_table(full_refresh, old_relation) %}\n {{ log(\"Dropping relation \" ~ old_relation.render() ~ \" because it is of type \" ~ old_relation.type) }}\n {{ adapter.drop_relation(old_relation) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3545287, "supported_languages": null}, "macro.dbt.get_rename_view_sql": {"name": "get_rename_view_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/view/rename.sql", "original_file_path": "macros/relations/view/rename.sql", "unique_id": "macro.dbt.get_rename_view_sql", "macro_sql": "{% macro get_rename_view_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_view_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_rename_view_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3550296, "supported_languages": null}, "macro.dbt.default__get_rename_view_sql": {"name": "default__get_rename_view_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/view/rename.sql", "original_file_path": "macros/relations/view/rename.sql", "unique_id": "macro.dbt.default__get_rename_view_sql", "macro_sql": "{% macro default__get_rename_view_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_view_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3553162, "supported_languages": null}, "macro.dbt.get_create_view_as_sql": {"name": "get_create_view_as_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/view/create.sql", "original_file_path": "macros/relations/view/create.sql", "unique_id": "macro.dbt.get_create_view_as_sql", "macro_sql": "{% macro get_create_view_as_sql(relation, sql) -%}\n {{ adapter.dispatch('get_create_view_as_sql', 'dbt')(relation, sql) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_create_view_as_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3560643, "supported_languages": null}, "macro.dbt.default__get_create_view_as_sql": {"name": "default__get_create_view_as_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/view/create.sql", "original_file_path": "macros/relations/view/create.sql", "unique_id": "macro.dbt.default__get_create_view_as_sql", "macro_sql": "{% macro default__get_create_view_as_sql(relation, sql) -%}\n {{ return(create_view_as(relation, sql)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.create_view_as"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3563964, "supported_languages": null}, "macro.dbt.create_view_as": {"name": "create_view_as", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/view/create.sql", "original_file_path": "macros/relations/view/create.sql", "unique_id": "macro.dbt.create_view_as", "macro_sql": "{% macro create_view_as(relation, sql) -%}\n {{ adapter.dispatch('create_view_as', 'dbt')(relation, sql) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__create_view_as"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.356764, "supported_languages": null}, "macro.dbt.default__create_view_as": {"name": "default__create_view_as", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/view/create.sql", "original_file_path": "macros/relations/view/create.sql", "unique_id": "macro.dbt.default__create_view_as", "macro_sql": "{% macro default__create_view_as(relation, sql) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n create view {{ relation.render() }}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced %}\n {{ get_assert_columns_equivalent(sql) }}\n {%- endif %}\n as (\n {{ sql }}\n );\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.get_assert_columns_equivalent"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3580291, "supported_languages": null}, "macro.dbt.get_table_columns_and_constraints": {"name": "get_table_columns_and_constraints", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/column/columns_spec_ddl.sql", "original_file_path": "macros/relations/column/columns_spec_ddl.sql", "unique_id": "macro.dbt.get_table_columns_and_constraints", "macro_sql": "{%- macro get_table_columns_and_constraints() -%}\n {{ adapter.dispatch('get_table_columns_and_constraints', 'dbt')() }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt.default__get_table_columns_and_constraints"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3596172, "supported_languages": null}, "macro.dbt.default__get_table_columns_and_constraints": {"name": "default__get_table_columns_and_constraints", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/column/columns_spec_ddl.sql", "original_file_path": "macros/relations/column/columns_spec_ddl.sql", "unique_id": "macro.dbt.default__get_table_columns_and_constraints", "macro_sql": "{% macro default__get_table_columns_and_constraints() -%}\n {{ return(table_columns_and_constraints()) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.table_columns_and_constraints"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3598597, "supported_languages": null}, "macro.dbt.table_columns_and_constraints": {"name": "table_columns_and_constraints", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/column/columns_spec_ddl.sql", "original_file_path": "macros/relations/column/columns_spec_ddl.sql", "unique_id": "macro.dbt.table_columns_and_constraints", "macro_sql": "{% macro table_columns_and_constraints() %}\n {# loop through user_provided_columns to create DDL with data types and constraints #}\n {%- set raw_column_constraints = adapter.render_raw_columns_constraints(raw_columns=model['columns']) -%}\n {%- set raw_model_constraints = adapter.render_raw_model_constraints(raw_constraints=model['constraints']) -%}\n (\n {% for c in raw_column_constraints -%}\n {{ c }}{{ \",\" if not loop.last or raw_model_constraints }}\n {% endfor %}\n {% for c in raw_model_constraints -%}\n {{ c }}{{ \",\" if not loop.last }}\n {% endfor -%}\n )\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.360891, "supported_languages": null}, "macro.dbt.get_assert_columns_equivalent": {"name": "get_assert_columns_equivalent", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/column/columns_spec_ddl.sql", "original_file_path": "macros/relations/column/columns_spec_ddl.sql", "unique_id": "macro.dbt.get_assert_columns_equivalent", "macro_sql": "\n\n{%- macro get_assert_columns_equivalent(sql) -%}\n {{ adapter.dispatch('get_assert_columns_equivalent', 'dbt')(sql) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt.default__get_assert_columns_equivalent"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.361214, "supported_languages": null}, "macro.dbt.default__get_assert_columns_equivalent": {"name": "default__get_assert_columns_equivalent", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/column/columns_spec_ddl.sql", "original_file_path": "macros/relations/column/columns_spec_ddl.sql", "unique_id": "macro.dbt.default__get_assert_columns_equivalent", "macro_sql": "{% macro default__get_assert_columns_equivalent(sql) -%}\n {{ return(assert_columns_equivalent(sql)) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.assert_columns_equivalent"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3614967, "supported_languages": null}, "macro.dbt.assert_columns_equivalent": {"name": "assert_columns_equivalent", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/column/columns_spec_ddl.sql", "original_file_path": "macros/relations/column/columns_spec_ddl.sql", "unique_id": "macro.dbt.assert_columns_equivalent", "macro_sql": "{% macro assert_columns_equivalent(sql) %}\n\n {#-- First ensure the user has defined 'columns' in yaml specification --#}\n {%- set user_defined_columns = model['columns'] -%}\n {%- if not user_defined_columns -%}\n {{ exceptions.raise_contract_error([], []) }}\n {%- endif -%}\n\n {#-- Obtain the column schema provided by sql file. #}\n {%- set sql_file_provided_columns = get_column_schema_from_query(sql, config.get('sql_header', none)) -%}\n {#--Obtain the column schema provided by the schema file by generating an 'empty schema' query from the model's columns. #}\n {%- set schema_file_provided_columns = get_column_schema_from_query(get_empty_schema_sql(user_defined_columns)) -%}\n\n {#-- create dictionaries with name and formatted data type and strings for exception #}\n {%- set sql_columns = format_columns(sql_file_provided_columns) -%}\n {%- set yaml_columns = format_columns(schema_file_provided_columns) -%}\n\n {%- if sql_columns|length != yaml_columns|length -%}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n\n {%- for sql_col in sql_columns -%}\n {%- set yaml_col = [] -%}\n {%- for this_col in yaml_columns -%}\n {%- if this_col['name'] == sql_col['name'] -%}\n {%- do yaml_col.append(this_col) -%}\n {%- break -%}\n {%- endif -%}\n {%- endfor -%}\n {%- if not yaml_col -%}\n {#-- Column with name not found in yaml #}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n {%- if sql_col['formatted'] != yaml_col[0]['formatted'] -%}\n {#-- Column data types don't match #}\n {%- do exceptions.raise_contract_error(yaml_columns, sql_columns) -%}\n {%- endif -%}\n {%- endfor -%}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_column_schema_from_query", "macro.dbt.get_empty_schema_sql", "macro.dbt.format_columns"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3639736, "supported_languages": null}, "macro.dbt.format_columns": {"name": "format_columns", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/column/columns_spec_ddl.sql", "original_file_path": "macros/relations/column/columns_spec_ddl.sql", "unique_id": "macro.dbt.format_columns", "macro_sql": "{% macro format_columns(columns) %}\n {% set formatted_columns = [] %}\n {% for column in columns %}\n {%- set formatted_column = adapter.dispatch('format_column', 'dbt')(column) -%}\n {%- do formatted_columns.append(formatted_column) -%}\n {% endfor %}\n {{ return(formatted_columns) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__format_column"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3647304, "supported_languages": null}, "macro.dbt.default__format_column": {"name": "default__format_column", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/column/columns_spec_ddl.sql", "original_file_path": "macros/relations/column/columns_spec_ddl.sql", "unique_id": "macro.dbt.default__format_column", "macro_sql": "{% macro default__format_column(column) -%}\n {% set data_type = column.dtype %}\n {% set formatted = column.column.lower() ~ \" \" ~ data_type %}\n {{ return({'name': column.name, 'data_type': data_type, 'formatted': formatted}) }}\n{%- endmacro -%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.365404, "supported_languages": null}, "macro.dbt.drop_table": {"name": "drop_table", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/table/drop.sql", "original_file_path": "macros/relations/table/drop.sql", "unique_id": "macro.dbt.drop_table", "macro_sql": "{% macro drop_table(relation) -%}\n {{- adapter.dispatch('drop_table', 'dbt')(relation) -}}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__drop_table"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3658755, "supported_languages": null}, "macro.dbt.default__drop_table": {"name": "default__drop_table", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/table/drop.sql", "original_file_path": "macros/relations/table/drop.sql", "unique_id": "macro.dbt.default__drop_table", "macro_sql": "{% macro default__drop_table(relation) -%}\n drop table if exists {{ relation.render() }} cascade\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3661234, "supported_languages": null}, "macro.dbt.get_replace_table_sql": {"name": "get_replace_table_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/table/replace.sql", "original_file_path": "macros/relations/table/replace.sql", "unique_id": "macro.dbt.get_replace_table_sql", "macro_sql": "{% macro get_replace_table_sql(relation, sql) %}\n {{- adapter.dispatch('get_replace_table_sql', 'dbt')(relation, sql) -}}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_replace_table_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3667104, "supported_languages": null}, "macro.dbt.default__get_replace_table_sql": {"name": "default__get_replace_table_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/table/replace.sql", "original_file_path": "macros/relations/table/replace.sql", "unique_id": "macro.dbt.default__get_replace_table_sql", "macro_sql": "{% macro default__get_replace_table_sql(relation, sql) %}\n {{ exceptions.raise_compiler_error(\n \"`get_replace_table_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.367015, "supported_languages": null}, "macro.dbt.get_rename_table_sql": {"name": "get_rename_table_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/table/rename.sql", "original_file_path": "macros/relations/table/rename.sql", "unique_id": "macro.dbt.get_rename_table_sql", "macro_sql": "{% macro get_rename_table_sql(relation, new_name) %}\n {{- adapter.dispatch('get_rename_table_sql', 'dbt')(relation, new_name) -}}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_rename_table_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3675396, "supported_languages": null}, "macro.dbt.default__get_rename_table_sql": {"name": "default__get_rename_table_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/table/rename.sql", "original_file_path": "macros/relations/table/rename.sql", "unique_id": "macro.dbt.default__get_rename_table_sql", "macro_sql": "{% macro default__get_rename_table_sql(relation, new_name) %}\n {{ exceptions.raise_compiler_error(\n \"`get_rename_table_sql` has not been implemented for this adapter.\"\n ) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3678315, "supported_languages": null}, "macro.dbt.get_create_table_as_sql": {"name": "get_create_table_as_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/table/create.sql", "original_file_path": "macros/relations/table/create.sql", "unique_id": "macro.dbt.get_create_table_as_sql", "macro_sql": "{% macro get_create_table_as_sql(temporary, relation, sql) -%}\n {{ adapter.dispatch('get_create_table_as_sql', 'dbt')(temporary, relation, sql) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_create_table_as_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3691795, "supported_languages": null}, "macro.dbt.default__get_create_table_as_sql": {"name": "default__get_create_table_as_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/table/create.sql", "original_file_path": "macros/relations/table/create.sql", "unique_id": "macro.dbt.default__get_create_table_as_sql", "macro_sql": "{% macro default__get_create_table_as_sql(temporary, relation, sql) -%}\n {{ return(create_table_as(temporary, relation, sql)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.create_table_as"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3695536, "supported_languages": null}, "macro.dbt.create_table_as": {"name": "create_table_as", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/table/create.sql", "original_file_path": "macros/relations/table/create.sql", "unique_id": "macro.dbt.create_table_as", "macro_sql": "{% macro create_table_as(temporary, relation, compiled_code, language='sql') -%}\n {# backward compatibility for create_table_as that does not support language #}\n {% if language == \"sql\" %}\n {{ adapter.dispatch('create_table_as', 'dbt')(temporary, relation, compiled_code)}}\n {% else %}\n {{ adapter.dispatch('create_table_as', 'dbt')(temporary, relation, compiled_code, language) }}\n {% endif %}\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__create_table_as"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3703964, "supported_languages": null}, "macro.dbt.default__create_table_as": {"name": "default__create_table_as", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/table/create.sql", "original_file_path": "macros/relations/table/create.sql", "unique_id": "macro.dbt.default__create_table_as", "macro_sql": "{% macro default__create_table_as(temporary, relation, sql) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none }}\n\n create {% if temporary: -%}temporary{%- endif %} table\n {{ relation.include(database=(not temporary), schema=(not temporary)) }}\n {% set contract_config = config.get('contract') %}\n {% if contract_config.enforced and (not temporary) %}\n {{ get_assert_columns_equivalent(sql) }}\n {{ get_table_columns_and_constraints() }}\n {%- set sql = get_select_subquery(sql) %}\n {% endif %}\n as (\n {{ sql }}\n );\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.get_assert_columns_equivalent", "macro.dbt.get_table_columns_and_constraints", "macro.dbt.get_select_subquery"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3718498, "supported_languages": null}, "macro.dbt.default__get_column_names": {"name": "default__get_column_names", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/table/create.sql", "original_file_path": "macros/relations/table/create.sql", "unique_id": "macro.dbt.default__get_column_names", "macro_sql": "{% macro default__get_column_names() %}\n {#- loop through user_provided_columns to get column names -#}\n {%- set user_provided_columns = model['columns'] -%}\n {%- for i in user_provided_columns %}\n {%- set col = user_provided_columns[i] -%}\n {%- set col_name = adapter.quote(col['name']) if col.get('quote') else col['name'] -%}\n {{ col_name }}{{ \", \" if not loop.last }}\n {%- endfor -%}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.372759, "supported_languages": null}, "macro.dbt.get_select_subquery": {"name": "get_select_subquery", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/table/create.sql", "original_file_path": "macros/relations/table/create.sql", "unique_id": "macro.dbt.get_select_subquery", "macro_sql": "{% macro get_select_subquery(sql) %}\n {{ return(adapter.dispatch('get_select_subquery', 'dbt')(sql)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_select_subquery"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3731184, "supported_languages": null}, "macro.dbt.default__get_select_subquery": {"name": "default__get_select_subquery", "resource_type": "macro", "package_name": "dbt", "path": "macros/relations/table/create.sql", "original_file_path": "macros/relations/table/create.sql", "unique_id": "macro.dbt.default__get_select_subquery", "macro_sql": "{% macro default__get_select_subquery(sql) %}\n select {{ adapter.dispatch('get_column_names', 'dbt')() }}\n from (\n {{ sql }}\n ) as model_subq\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_column_names"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3734834, "supported_languages": null}, "macro.dbt.set_sql_header": {"name": "set_sql_header", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/configs.sql", "original_file_path": "macros/materializations/configs.sql", "unique_id": "macro.dbt.set_sql_header", "macro_sql": "{% macro set_sql_header(config) -%}\n {{ config.set('sql_header', caller()) }}\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3741205, "supported_languages": null}, "macro.dbt.should_full_refresh": {"name": "should_full_refresh", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/configs.sql", "original_file_path": "macros/materializations/configs.sql", "unique_id": "macro.dbt.should_full_refresh", "macro_sql": "{% macro should_full_refresh() %}\n {% set config_full_refresh = config.get('full_refresh') %}\n {% if config_full_refresh is none %}\n {% set config_full_refresh = flags.FULL_REFRESH %}\n {% endif %}\n {% do return(config_full_refresh) %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3747222, "supported_languages": null}, "macro.dbt.should_store_failures": {"name": "should_store_failures", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/configs.sql", "original_file_path": "macros/materializations/configs.sql", "unique_id": "macro.dbt.should_store_failures", "macro_sql": "{% macro should_store_failures() %}\n {% set config_store_failures = config.get('store_failures') %}\n {% if config_store_failures is none %}\n {% set config_store_failures = flags.STORE_FAILURES %}\n {% endif %}\n {% do return(config_store_failures) %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3753066, "supported_languages": null}, "macro.dbt.run_hooks": {"name": "run_hooks", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/hooks.sql", "original_file_path": "macros/materializations/hooks.sql", "unique_id": "macro.dbt.run_hooks", "macro_sql": "{% macro run_hooks(hooks, inside_transaction=True) %}\n {% for hook in hooks | selectattr('transaction', 'equalto', inside_transaction) %}\n {% if not inside_transaction and loop.first %}\n {% call statement(auto_begin=inside_transaction) %}\n commit;\n {% endcall %}\n {% endif %}\n {% set rendered = render(hook.get('sql')) | trim %}\n {% if (rendered | length) > 0 %}\n {% call statement(auto_begin=inside_transaction) %}\n {{ rendered }}\n {% endcall %}\n {% endif %}\n {% endfor %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3772032, "supported_languages": null}, "macro.dbt.make_hook_config": {"name": "make_hook_config", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/hooks.sql", "original_file_path": "macros/materializations/hooks.sql", "unique_id": "macro.dbt.make_hook_config", "macro_sql": "{% macro make_hook_config(sql, inside_transaction) %}\n {{ tojson({\"sql\": sql, \"transaction\": inside_transaction}) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.377664, "supported_languages": null}, "macro.dbt.before_begin": {"name": "before_begin", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/hooks.sql", "original_file_path": "macros/materializations/hooks.sql", "unique_id": "macro.dbt.before_begin", "macro_sql": "{% macro before_begin(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.make_hook_config"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.377963, "supported_languages": null}, "macro.dbt.in_transaction": {"name": "in_transaction", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/hooks.sql", "original_file_path": "macros/materializations/hooks.sql", "unique_id": "macro.dbt.in_transaction", "macro_sql": "{% macro in_transaction(sql) %}\n {{ make_hook_config(sql, inside_transaction=True) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.make_hook_config"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3782508, "supported_languages": null}, "macro.dbt.after_commit": {"name": "after_commit", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/hooks.sql", "original_file_path": "macros/materializations/hooks.sql", "unique_id": "macro.dbt.after_commit", "macro_sql": "{% macro after_commit(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.make_hook_config"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3785567, "supported_languages": null}, "macro.dbt.strategy_dispatch": {"name": "strategy_dispatch", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/strategies.sql", "original_file_path": "macros/materializations/snapshots/strategies.sql", "unique_id": "macro.dbt.strategy_dispatch", "macro_sql": "{% macro strategy_dispatch(name) -%}\n{% set original_name = name %}\n {% if '.' in name %}\n {% set package_name, name = name.split(\".\", 1) %}\n {% else %}\n {% set package_name = none %}\n {% endif %}\n\n {% if package_name is none %}\n {% set package_context = context %}\n {% elif package_name in context %}\n {% set package_context = context[package_name] %}\n {% else %}\n {% set error_msg %}\n Could not find package '{{package_name}}', called with '{{original_name}}'\n {% endset %}\n {{ exceptions.raise_compiler_error(error_msg | trim) }}\n {% endif %}\n\n {%- set search_name = 'snapshot_' ~ name ~ '_strategy' -%}\n\n {% if search_name not in package_context %}\n {% set error_msg %}\n The specified strategy macro '{{name}}' was not found in package '{{ package_name }}'\n {% endset %}\n {{ exceptions.raise_compiler_error(error_msg | trim) }}\n {% endif %}\n {{ return(package_context[search_name]) }}\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3836575, "supported_languages": null}, "macro.dbt.snapshot_hash_arguments": {"name": "snapshot_hash_arguments", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/strategies.sql", "original_file_path": "macros/materializations/snapshots/strategies.sql", "unique_id": "macro.dbt.snapshot_hash_arguments", "macro_sql": "{% macro snapshot_hash_arguments(args) -%}\n {{ adapter.dispatch('snapshot_hash_arguments', 'dbt')(args) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__snapshot_hash_arguments"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3840072, "supported_languages": null}, "macro.dbt.default__snapshot_hash_arguments": {"name": "default__snapshot_hash_arguments", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/strategies.sql", "original_file_path": "macros/materializations/snapshots/strategies.sql", "unique_id": "macro.dbt.default__snapshot_hash_arguments", "macro_sql": "{% macro default__snapshot_hash_arguments(args) -%}\n md5({%- for arg in args -%}\n coalesce(cast({{ arg }} as varchar ), '')\n {% if not loop.last %} || '|' || {% endif %}\n {%- endfor -%})\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.38447, "supported_languages": null}, "macro.dbt.snapshot_timestamp_strategy": {"name": "snapshot_timestamp_strategy", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/strategies.sql", "original_file_path": "macros/materializations/snapshots/strategies.sql", "unique_id": "macro.dbt.snapshot_timestamp_strategy", "macro_sql": "{% macro snapshot_timestamp_strategy(node, snapshotted_rel, current_rel, model_config, target_exists) %}\n {# The model_config parameter is no longer used, but is passed in anyway for compatibility. #}\n {% set primary_key = config.get('unique_key') %}\n {% set updated_at = config.get('updated_at') %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes') or false %}\n {% set columns = config.get(\"snapshot_table_column_names\") or get_snapshot_table_column_names() %}\n\n {#/*\n The snapshot relation might not have an {{ updated_at }} value if the\n snapshot strategy is changed from `check` to `timestamp`. We\n should use a dbt-created column for the comparison in the snapshot\n table instead of assuming that the user-supplied {{ updated_at }}\n will be present in the historical data.\n\n See https://github.com/dbt-labs/dbt-core/issues/2350\n */ #}\n {% set row_changed_expr -%}\n ({{ snapshotted_rel }}.{{ columns.dbt_valid_from }} < {{ current_rel }}.{{ updated_at }})\n {%- endset %}\n\n {% set scd_id_expr = snapshot_hash_arguments([primary_key, updated_at]) %}\n\n {% do return({\n \"unique_key\": primary_key,\n \"updated_at\": updated_at,\n \"row_changed\": row_changed_expr,\n \"scd_id\": scd_id_expr,\n \"invalidate_hard_deletes\": invalidate_hard_deletes\n }) %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_snapshot_table_column_names", "macro.dbt.snapshot_hash_arguments"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3861315, "supported_languages": null}, "macro.dbt.snapshot_string_as_time": {"name": "snapshot_string_as_time", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/strategies.sql", "original_file_path": "macros/materializations/snapshots/strategies.sql", "unique_id": "macro.dbt.snapshot_string_as_time", "macro_sql": "{% macro snapshot_string_as_time(timestamp) -%}\n {{ adapter.dispatch('snapshot_string_as_time', 'dbt')(timestamp) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__snapshot_string_as_time"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3864756, "supported_languages": null}, "macro.dbt.default__snapshot_string_as_time": {"name": "default__snapshot_string_as_time", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/strategies.sql", "original_file_path": "macros/materializations/snapshots/strategies.sql", "unique_id": "macro.dbt.default__snapshot_string_as_time", "macro_sql": "{% macro default__snapshot_string_as_time(timestamp) %}\n {% do exceptions.raise_not_implemented(\n 'snapshot_string_as_time macro not implemented for adapter '+adapter.type()\n ) %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3868184, "supported_languages": null}, "macro.dbt.snapshot_check_all_get_existing_columns": {"name": "snapshot_check_all_get_existing_columns", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/strategies.sql", "original_file_path": "macros/materializations/snapshots/strategies.sql", "unique_id": "macro.dbt.snapshot_check_all_get_existing_columns", "macro_sql": "{% macro snapshot_check_all_get_existing_columns(node, target_exists, check_cols_config) -%}\n {%- if not target_exists -%}\n {#-- no table yet -> return whatever the query does --#}\n {{ return((false, query_columns)) }}\n {%- endif -%}\n\n {#-- handle any schema changes --#}\n {%- set target_relation = adapter.get_relation(database=node.database, schema=node.schema, identifier=node.alias) -%}\n\n {% if check_cols_config == 'all' %}\n {%- set query_columns = get_columns_in_query(node['compiled_code']) -%}\n\n {% elif check_cols_config is iterable and (check_cols_config | length) > 0 %}\n {#-- query for proper casing/quoting, to support comparison below --#}\n {%- set select_check_cols_from_target -%}\n {#-- N.B. The whitespace below is necessary to avoid edge case issue with comments --#}\n {#-- See: https://github.com/dbt-labs/dbt-core/issues/6781 --#}\n select {{ check_cols_config | join(', ') }} from (\n {{ node['compiled_code'] }}\n ) subq\n {%- endset -%}\n {% set query_columns = get_columns_in_query(select_check_cols_from_target) %}\n\n {% else %}\n {% do exceptions.raise_compiler_error(\"Invalid value for 'check_cols': \" ~ check_cols_config) %}\n {% endif %}\n\n {%- set existing_cols = adapter.get_columns_in_relation(target_relation) | map(attribute = 'name') | list -%}\n {%- set ns = namespace() -%} {#-- handle for-loop scoping with a namespace --#}\n {%- set ns.column_added = false -%}\n\n {%- set intersection = [] -%}\n {%- for col in query_columns -%}\n {%- if col in existing_cols -%}\n {%- do intersection.append(adapter.quote(col)) -%}\n {%- else -%}\n {% set ns.column_added = true %}\n {%- endif -%}\n {%- endfor -%}\n {{ return((ns.column_added, intersection)) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.get_columns_in_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3896816, "supported_languages": null}, "macro.dbt.snapshot_check_strategy": {"name": "snapshot_check_strategy", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/strategies.sql", "original_file_path": "macros/materializations/snapshots/strategies.sql", "unique_id": "macro.dbt.snapshot_check_strategy", "macro_sql": "{% macro snapshot_check_strategy(node, snapshotted_rel, current_rel, model_config, target_exists) %}\n {# The model_config parameter is no longer used, but is passed in anyway for compatibility. #}\n {% set check_cols_config = config.get('check_cols') %}\n {% set primary_key = config.get('unique_key') %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes') or false %}\n {% set updated_at = config.get('updated_at') or snapshot_get_time() %}\n\n {% set column_added = false %}\n\n {% set column_added, check_cols = snapshot_check_all_get_existing_columns(node, target_exists, check_cols_config) %}\n\n {%- set row_changed_expr -%}\n (\n {%- if column_added -%}\n {{ get_true_sql() }}\n {%- else -%}\n {%- for col in check_cols -%}\n {{ snapshotted_rel }}.{{ col }} != {{ current_rel }}.{{ col }}\n or\n (\n (({{ snapshotted_rel }}.{{ col }} is null) and not ({{ current_rel }}.{{ col }} is null))\n or\n ((not {{ snapshotted_rel }}.{{ col }} is null) and ({{ current_rel }}.{{ col }} is null))\n )\n {%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n {%- endif -%}\n )\n {%- endset %}\n\n {% set scd_id_expr = snapshot_hash_arguments([primary_key, updated_at]) %}\n\n {% do return({\n \"unique_key\": primary_key,\n \"updated_at\": updated_at,\n \"row_changed\": row_changed_expr,\n \"scd_id\": scd_id_expr,\n \"invalidate_hard_deletes\": invalidate_hard_deletes\n }) %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.snapshot_get_time", "macro.dbt.snapshot_check_all_get_existing_columns", "macro.dbt.get_true_sql", "macro.dbt.snapshot_hash_arguments"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.3922362, "supported_languages": null}, "macro.dbt.create_columns": {"name": "create_columns", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/helpers.sql", "original_file_path": "macros/materializations/snapshots/helpers.sql", "unique_id": "macro.dbt.create_columns", "macro_sql": "{% macro create_columns(relation, columns) %}\n {{ adapter.dispatch('create_columns', 'dbt')(relation, columns) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__create_columns"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4005456, "supported_languages": null}, "macro.dbt.default__create_columns": {"name": "default__create_columns", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/helpers.sql", "original_file_path": "macros/materializations/snapshots/helpers.sql", "unique_id": "macro.dbt.default__create_columns", "macro_sql": "{% macro default__create_columns(relation, columns) %}\n {% for column in columns %}\n {% call statement() %}\n alter table {{ relation.render() }} add column \"{{ column.name }}\" {{ column.data_type }};\n {% endcall %}\n {% endfor %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4011362, "supported_languages": null}, "macro.dbt.post_snapshot": {"name": "post_snapshot", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/helpers.sql", "original_file_path": "macros/materializations/snapshots/helpers.sql", "unique_id": "macro.dbt.post_snapshot", "macro_sql": "{% macro post_snapshot(staging_relation) %}\n {{ adapter.dispatch('post_snapshot', 'dbt')(staging_relation) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__post_snapshot"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4014816, "supported_languages": null}, "macro.dbt.default__post_snapshot": {"name": "default__post_snapshot", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/helpers.sql", "original_file_path": "macros/materializations/snapshots/helpers.sql", "unique_id": "macro.dbt.default__post_snapshot", "macro_sql": "{% macro default__post_snapshot(staging_relation) %}\n {# no-op #}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4016724, "supported_languages": null}, "macro.dbt.get_true_sql": {"name": "get_true_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/helpers.sql", "original_file_path": "macros/materializations/snapshots/helpers.sql", "unique_id": "macro.dbt.get_true_sql", "macro_sql": "{% macro get_true_sql() %}\n {{ adapter.dispatch('get_true_sql', 'dbt')() }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_true_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4019644, "supported_languages": null}, "macro.dbt.default__get_true_sql": {"name": "default__get_true_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/helpers.sql", "original_file_path": "macros/materializations/snapshots/helpers.sql", "unique_id": "macro.dbt.default__get_true_sql", "macro_sql": "{% macro default__get_true_sql() %}\n {{ return('TRUE') }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4021995, "supported_languages": null}, "macro.dbt.snapshot_staging_table": {"name": "snapshot_staging_table", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/helpers.sql", "original_file_path": "macros/materializations/snapshots/helpers.sql", "unique_id": "macro.dbt.snapshot_staging_table", "macro_sql": "{% macro snapshot_staging_table(strategy, source_sql, target_relation) -%}\n {{ adapter.dispatch('snapshot_staging_table', 'dbt')(strategy, source_sql, target_relation) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__snapshot_staging_table"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4026155, "supported_languages": null}, "macro.dbt.get_snapshot_table_column_names": {"name": "get_snapshot_table_column_names", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/helpers.sql", "original_file_path": "macros/materializations/snapshots/helpers.sql", "unique_id": "macro.dbt.get_snapshot_table_column_names", "macro_sql": "{% macro get_snapshot_table_column_names() %}\n {{ return({'dbt_valid_to': 'dbt_valid_to', 'dbt_valid_from': 'dbt_valid_from', 'dbt_scd_id': 'dbt_scd_id', 'dbt_updated_at': 'dbt_updated_at'}) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4030519, "supported_languages": null}, "macro.dbt.default__snapshot_staging_table": {"name": "default__snapshot_staging_table", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/helpers.sql", "original_file_path": "macros/materializations/snapshots/helpers.sql", "unique_id": "macro.dbt.default__snapshot_staging_table", "macro_sql": "{% macro default__snapshot_staging_table(strategy, source_sql, target_relation) -%}\n {% set columns = config.get('snapshot_table_column_names') or get_snapshot_table_column_names() %}\n\n with snapshot_query as (\n\n {{ source_sql }}\n\n ),\n\n snapshotted_data as (\n\n select *,\n {{ strategy.unique_key }} as dbt_unique_key\n\n from {{ target_relation }}\n where {{ columns.dbt_valid_to }} is null\n\n ),\n\n insertions_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key,\n {{ strategy.updated_at }} as {{ columns.dbt_updated_at }},\n {{ strategy.updated_at }} as {{ columns.dbt_valid_from }},\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as {{ columns.dbt_valid_to }},\n {{ strategy.scd_id }} as {{ columns.dbt_scd_id }}\n\n from snapshot_query\n ),\n\n updates_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key,\n {{ strategy.updated_at }} as {{ columns.dbt_updated_at }},\n {{ strategy.updated_at }} as {{ columns.dbt_valid_from }},\n {{ strategy.updated_at }} as {{ columns.dbt_valid_to }}\n\n from snapshot_query\n ),\n\n {%- if strategy.invalidate_hard_deletes %}\n\n deletes_source_data as (\n\n select\n *,\n {{ strategy.unique_key }} as dbt_unique_key\n from snapshot_query\n ),\n {% endif %}\n\n insertions as (\n\n select\n 'insert' as dbt_change_type,\n source_data.*\n\n from insertions_source_data as source_data\n left outer join snapshotted_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where snapshotted_data.dbt_unique_key is null\n or (\n snapshotted_data.dbt_unique_key is not null\n and (\n {{ strategy.row_changed }}\n )\n )\n\n ),\n\n updates as (\n\n select\n 'update' as dbt_change_type,\n source_data.*,\n snapshotted_data.{{ columns.dbt_scd_id }}\n\n from updates_source_data as source_data\n join snapshotted_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where (\n {{ strategy.row_changed }}\n )\n )\n\n {%- if strategy.invalidate_hard_deletes -%}\n ,\n\n deletes as (\n\n select\n 'delete' as dbt_change_type,\n source_data.*,\n {{ snapshot_get_time() }} as {{ columns.dbt_valid_from }},\n {{ snapshot_get_time() }} as {{ columns.dbt_updated_at }},\n {{ snapshot_get_time() }} as {{ columns.dbt_valid_to }},\n snapshotted_data.{{ columns.dbt_scd_id }}\n\n from snapshotted_data\n left join deletes_source_data as source_data on snapshotted_data.dbt_unique_key = source_data.dbt_unique_key\n where source_data.dbt_unique_key is null\n )\n {%- endif %}\n\n select * from insertions\n union all\n select * from updates\n {%- if strategy.invalidate_hard_deletes %}\n union all\n select * from deletes\n {%- endif %}\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.get_snapshot_table_column_names", "macro.dbt.snapshot_get_time"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4055777, "supported_languages": null}, "macro.dbt.build_snapshot_table": {"name": "build_snapshot_table", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/helpers.sql", "original_file_path": "macros/materializations/snapshots/helpers.sql", "unique_id": "macro.dbt.build_snapshot_table", "macro_sql": "{% macro build_snapshot_table(strategy, sql) -%}\n {{ adapter.dispatch('build_snapshot_table', 'dbt')(strategy, sql) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__build_snapshot_table"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4059663, "supported_languages": null}, "macro.dbt.default__build_snapshot_table": {"name": "default__build_snapshot_table", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/helpers.sql", "original_file_path": "macros/materializations/snapshots/helpers.sql", "unique_id": "macro.dbt.default__build_snapshot_table", "macro_sql": "{% macro default__build_snapshot_table(strategy, sql) %}\n {% set columns = config.get('snapshot_table_column_names') or get_snapshot_table_column_names() %}\n\n select *,\n {{ strategy.scd_id }} as {{ columns.dbt_scd_id }},\n {{ strategy.updated_at }} as {{ columns.dbt_updated_at }},\n {{ strategy.updated_at }} as {{ columns.dbt_valid_from }},\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as {{ columns.dbt_valid_to }}\n from (\n {{ sql }}\n ) sbq\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_snapshot_table_column_names"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4068382, "supported_languages": null}, "macro.dbt.build_snapshot_staging_table": {"name": "build_snapshot_staging_table", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/helpers.sql", "original_file_path": "macros/materializations/snapshots/helpers.sql", "unique_id": "macro.dbt.build_snapshot_staging_table", "macro_sql": "{% macro build_snapshot_staging_table(strategy, sql, target_relation) %}\n {% set temp_relation = make_temp_relation(target_relation) %}\n\n {% set select = snapshot_staging_table(strategy, sql, target_relation) %}\n\n {% call statement('build_snapshot_staging_relation') %}\n {{ create_table_as(True, temp_relation, select) }}\n {% endcall %}\n\n {% do return(temp_relation) %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.make_temp_relation", "macro.dbt.snapshot_staging_table", "macro.dbt.statement", "macro.dbt.create_table_as"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.407677, "supported_languages": null}, "macro.dbt.get_updated_at_column_data_type": {"name": "get_updated_at_column_data_type", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/helpers.sql", "original_file_path": "macros/materializations/snapshots/helpers.sql", "unique_id": "macro.dbt.get_updated_at_column_data_type", "macro_sql": "{% macro get_updated_at_column_data_type(snapshot_sql) %}\n {% set snapshot_sql_column_schema = get_column_schema_from_query(snapshot_sql) %}\n {% set dbt_updated_at_data_type = null %}\n {% set ns = namespace() -%} {#-- handle for-loop scoping with a namespace --#}\n {% set ns.dbt_updated_at_data_type = null -%}\n {% for column in snapshot_sql_column_schema %}\n {% if ((column.column == 'dbt_updated_at') or (column.column == 'DBT_UPDATED_AT')) %}\n {% set ns.dbt_updated_at_data_type = column.dtype %}\n {% endif %}\n {% endfor %}\n {{ return(ns.dbt_updated_at_data_type or none) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_column_schema_from_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4088223, "supported_languages": null}, "macro.dbt.check_time_data_types": {"name": "check_time_data_types", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/helpers.sql", "original_file_path": "macros/materializations/snapshots/helpers.sql", "unique_id": "macro.dbt.check_time_data_types", "macro_sql": "{% macro check_time_data_types(sql) %}\n {% set dbt_updated_at_data_type = get_updated_at_column_data_type(sql) %}\n {% set snapshot_get_time_data_type = get_snapshot_get_time_data_type() %}\n {% if snapshot_get_time_data_type is not none and dbt_updated_at_data_type is not none and snapshot_get_time_data_type != dbt_updated_at_data_type %}\n {% if exceptions.warn_snapshot_timestamp_data_types %}\n {{ exceptions.warn_snapshot_timestamp_data_types(snapshot_get_time_data_type, dbt_updated_at_data_type) }}\n {% endif %}\n {% endif %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_updated_at_column_data_type", "macro.dbt.get_snapshot_get_time_data_type"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4096665, "supported_languages": null}, "macro.dbt.materialization_snapshot_default": {"name": "materialization_snapshot_default", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/snapshot.sql", "original_file_path": "macros/materializations/snapshots/snapshot.sql", "unique_id": "macro.dbt.materialization_snapshot_default", "macro_sql": "{% materialization snapshot, default %}\n\n {%- set target_table = model.get('alias', model.get('name')) -%}\n\n {%- set strategy_name = config.get('strategy') -%}\n {%- set unique_key = config.get('unique_key') %}\n -- grab current tables grants config for comparision later on\n {%- set grant_config = config.get('grants') -%}\n\n {% set target_relation_exists, target_relation = get_or_create_relation(\n database=model.database,\n schema=model.schema,\n identifier=target_table,\n type='table') -%}\n\n {%- if not target_relation.is_table -%}\n {% do exceptions.relation_wrong_type(target_relation, 'table') %}\n {%- endif -%}\n\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set strategy_macro = strategy_dispatch(strategy_name) %}\n {# The model['config'] parameter below is no longer used, but passing anyway for compatibility #}\n {# It was a dictionary of config, instead of the config object from the context #}\n {% set strategy = strategy_macro(model, \"snapshotted_data\", \"source_data\", model['config'], target_relation_exists) %}\n\n {% if not target_relation_exists %}\n\n {% set build_sql = build_snapshot_table(strategy, model['compiled_code']) %}\n {% set build_or_select_sql = build_sql %}\n {% set final_sql = create_table_as(False, target_relation, build_sql) %}\n\n {% else %}\n\n {% set columns = config.get(\"snapshot_table_column_names\") or get_snapshot_table_column_names() %}\n\n {{ adapter.valid_snapshot_target(target_relation, columns) }}\n\n {% set build_or_select_sql = snapshot_staging_table(strategy, sql, target_relation) %}\n {% set staging_table = build_snapshot_staging_table(strategy, sql, target_relation) %}\n\n -- this may no-op if the database does not require column expansion\n {% do adapter.expand_target_column_types(from_relation=staging_table,\n to_relation=target_relation) %}\n\n {% set missing_columns = adapter.get_missing_columns(staging_table, target_relation)\n | rejectattr('name', 'equalto', 'dbt_change_type')\n | rejectattr('name', 'equalto', 'DBT_CHANGE_TYPE')\n | rejectattr('name', 'equalto', 'dbt_unique_key')\n | rejectattr('name', 'equalto', 'DBT_UNIQUE_KEY')\n | list %}\n\n {% do create_columns(target_relation, missing_columns) %}\n\n {% set source_columns = adapter.get_columns_in_relation(staging_table)\n | rejectattr('name', 'equalto', 'dbt_change_type')\n | rejectattr('name', 'equalto', 'DBT_CHANGE_TYPE')\n | rejectattr('name', 'equalto', 'dbt_unique_key')\n | rejectattr('name', 'equalto', 'DBT_UNIQUE_KEY')\n | list %}\n\n {% set quoted_source_columns = [] %}\n {% for column in source_columns %}\n {% do quoted_source_columns.append(adapter.quote(column.name)) %}\n {% endfor %}\n\n {% set final_sql = snapshot_merge_sql(\n target = target_relation,\n source = staging_table,\n insert_cols = quoted_source_columns\n )\n %}\n\n {% endif %}\n\n\n {{ check_time_data_types(build_or_select_sql) }}\n\n {% call statement('main') %}\n {{ final_sql }}\n {% endcall %}\n\n {% set should_revoke = should_revoke(target_relation_exists, full_refresh_mode=False) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if not target_relation_exists %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n {% if staging_table is defined %}\n {% do post_snapshot(staging_table) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", "depends_on": {"macros": ["macro.dbt.get_or_create_relation", "macro.dbt.run_hooks", "macro.dbt.strategy_dispatch", "macro.dbt.build_snapshot_table", "macro.dbt.create_table_as", "macro.dbt.get_snapshot_table_column_names", "macro.dbt.snapshot_staging_table", "macro.dbt.build_snapshot_staging_table", "macro.dbt.create_columns", "macro.dbt.snapshot_merge_sql", "macro.dbt.check_time_data_types", "macro.dbt.statement", "macro.dbt.should_revoke", "macro.dbt.apply_grants", "macro.dbt.persist_docs", "macro.dbt.create_indexes", "macro.dbt.post_snapshot"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4190254, "supported_languages": ["sql"]}, "macro.dbt.snapshot_merge_sql": {"name": "snapshot_merge_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/snapshot_merge.sql", "original_file_path": "macros/materializations/snapshots/snapshot_merge.sql", "unique_id": "macro.dbt.snapshot_merge_sql", "macro_sql": "{% macro snapshot_merge_sql(target, source, insert_cols) -%}\n {{ adapter.dispatch('snapshot_merge_sql', 'dbt')(target, source, insert_cols) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__snapshot_merge_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4199839, "supported_languages": null}, "macro.dbt.default__snapshot_merge_sql": {"name": "default__snapshot_merge_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/snapshots/snapshot_merge.sql", "original_file_path": "macros/materializations/snapshots/snapshot_merge.sql", "unique_id": "macro.dbt.default__snapshot_merge_sql", "macro_sql": "{% macro default__snapshot_merge_sql(target, source, insert_cols) -%}\n {%- set insert_cols_csv = insert_cols | join(', ') -%}\n\n {%- set columns = config.get(\"snapshot_table_column_names\") or get_snapshot_table_column_names() -%}\n\n merge into {{ target.render() }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on DBT_INTERNAL_SOURCE.{{ columns.dbt_scd_id }} = DBT_INTERNAL_DEST.{{ columns.dbt_scd_id }}\n\n when matched\n and DBT_INTERNAL_DEST.{{ columns.dbt_valid_to }} is null\n and DBT_INTERNAL_SOURCE.dbt_change_type in ('update', 'delete')\n then update\n set {{ columns.dbt_valid_to }} = DBT_INTERNAL_SOURCE.{{ columns.dbt_valid_to }}\n\n when not matched\n and DBT_INTERNAL_SOURCE.dbt_change_type = 'insert'\n then insert ({{ insert_cols_csv }})\n values ({{ insert_cols_csv }})\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_snapshot_table_column_names"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4209707, "supported_languages": null}, "macro.dbt.create_csv_table": {"name": "create_csv_table", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/seeds/helpers.sql", "original_file_path": "macros/materializations/seeds/helpers.sql", "unique_id": "macro.dbt.create_csv_table", "macro_sql": "{% macro create_csv_table(model, agate_table) -%}\n {{ adapter.dispatch('create_csv_table', 'dbt')(model, agate_table) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__create_csv_table"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.428137, "supported_languages": null}, "macro.dbt.default__create_csv_table": {"name": "default__create_csv_table", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/seeds/helpers.sql", "original_file_path": "macros/materializations/seeds/helpers.sql", "unique_id": "macro.dbt.default__create_csv_table", "macro_sql": "{% macro default__create_csv_table(model, agate_table) %}\n {%- set column_override = model['config'].get('column_types', {}) -%}\n {%- set quote_seed_column = model['config'].get('quote_columns', None) -%}\n\n {% set sql %}\n create table {{ this.render() }} (\n {%- for col_name in agate_table.column_names -%}\n {%- set inferred_type = adapter.convert_type(agate_table, loop.index0) -%}\n {%- set type = column_override.get(col_name, inferred_type) -%}\n {%- set column_name = (col_name | string) -%}\n {{ adapter.quote_seed_column(column_name, quote_seed_column) }} {{ type }} {%- if not loop.last -%}, {%- endif -%}\n {%- endfor -%}\n )\n {% endset %}\n\n {% call statement('_') -%}\n {{ sql }}\n {%- endcall %}\n\n {{ return(sql) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4299428, "supported_languages": null}, "macro.dbt.reset_csv_table": {"name": "reset_csv_table", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/seeds/helpers.sql", "original_file_path": "macros/materializations/seeds/helpers.sql", "unique_id": "macro.dbt.reset_csv_table", "macro_sql": "{% macro reset_csv_table(model, full_refresh, old_relation, agate_table) -%}\n {{ adapter.dispatch('reset_csv_table', 'dbt')(model, full_refresh, old_relation, agate_table) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__reset_csv_table"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4304192, "supported_languages": null}, "macro.dbt.default__reset_csv_table": {"name": "default__reset_csv_table", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/seeds/helpers.sql", "original_file_path": "macros/materializations/seeds/helpers.sql", "unique_id": "macro.dbt.default__reset_csv_table", "macro_sql": "{% macro default__reset_csv_table(model, full_refresh, old_relation, agate_table) %}\n {% set sql = \"\" %}\n {% if full_refresh %}\n {{ adapter.drop_relation(old_relation) }}\n {% set sql = create_csv_table(model, agate_table) %}\n {% else %}\n {{ adapter.truncate_relation(old_relation) }}\n {% set sql = \"truncate table \" ~ old_relation.render() %}\n {% endif %}\n\n {{ return(sql) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.create_csv_table"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4314032, "supported_languages": null}, "macro.dbt.get_csv_sql": {"name": "get_csv_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/seeds/helpers.sql", "original_file_path": "macros/materializations/seeds/helpers.sql", "unique_id": "macro.dbt.get_csv_sql", "macro_sql": "{% macro get_csv_sql(create_or_truncate_sql, insert_sql) %}\n {{ adapter.dispatch('get_csv_sql', 'dbt')(create_or_truncate_sql, insert_sql) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_csv_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4317825, "supported_languages": null}, "macro.dbt.default__get_csv_sql": {"name": "default__get_csv_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/seeds/helpers.sql", "original_file_path": "macros/materializations/seeds/helpers.sql", "unique_id": "macro.dbt.default__get_csv_sql", "macro_sql": "{% macro default__get_csv_sql(create_or_truncate_sql, insert_sql) %}\n {{ create_or_truncate_sql }};\n -- dbt seed --\n {{ insert_sql }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4320543, "supported_languages": null}, "macro.dbt.get_binding_char": {"name": "get_binding_char", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/seeds/helpers.sql", "original_file_path": "macros/materializations/seeds/helpers.sql", "unique_id": "macro.dbt.get_binding_char", "macro_sql": "{% macro get_binding_char() -%}\n {{ adapter.dispatch('get_binding_char', 'dbt')() }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_binding_char"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.432338, "supported_languages": null}, "macro.dbt.default__get_binding_char": {"name": "default__get_binding_char", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/seeds/helpers.sql", "original_file_path": "macros/materializations/seeds/helpers.sql", "unique_id": "macro.dbt.default__get_binding_char", "macro_sql": "{% macro default__get_binding_char() %}\n {{ return('%s') }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4326005, "supported_languages": null}, "macro.dbt.get_batch_size": {"name": "get_batch_size", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/seeds/helpers.sql", "original_file_path": "macros/materializations/seeds/helpers.sql", "unique_id": "macro.dbt.get_batch_size", "macro_sql": "{% macro get_batch_size() -%}\n {{ return(adapter.dispatch('get_batch_size', 'dbt')()) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_batch_size"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.432913, "supported_languages": null}, "macro.dbt.default__get_batch_size": {"name": "default__get_batch_size", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/seeds/helpers.sql", "original_file_path": "macros/materializations/seeds/helpers.sql", "unique_id": "macro.dbt.default__get_batch_size", "macro_sql": "{% macro default__get_batch_size() %}\n {{ return(10000) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.433158, "supported_languages": null}, "macro.dbt.get_seed_column_quoted_csv": {"name": "get_seed_column_quoted_csv", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/seeds/helpers.sql", "original_file_path": "macros/materializations/seeds/helpers.sql", "unique_id": "macro.dbt.get_seed_column_quoted_csv", "macro_sql": "{% macro get_seed_column_quoted_csv(model, column_names) %}\n {%- set quote_seed_column = model['config'].get('quote_columns', None) -%}\n {% set quoted = [] %}\n {% for col in column_names -%}\n {%- do quoted.append(adapter.quote_seed_column(col, quote_seed_column)) -%}\n {%- endfor %}\n\n {%- set dest_cols_csv = quoted | join(', ') -%}\n {{ return(dest_cols_csv) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4340906, "supported_languages": null}, "macro.dbt.load_csv_rows": {"name": "load_csv_rows", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/seeds/helpers.sql", "original_file_path": "macros/materializations/seeds/helpers.sql", "unique_id": "macro.dbt.load_csv_rows", "macro_sql": "{% macro load_csv_rows(model, agate_table) -%}\n {{ adapter.dispatch('load_csv_rows', 'dbt')(model, agate_table) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__load_csv_rows"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4344678, "supported_languages": null}, "macro.dbt.default__load_csv_rows": {"name": "default__load_csv_rows", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/seeds/helpers.sql", "original_file_path": "macros/materializations/seeds/helpers.sql", "unique_id": "macro.dbt.default__load_csv_rows", "macro_sql": "{% macro default__load_csv_rows(model, agate_table) %}\n\n {% set batch_size = get_batch_size() %}\n\n {% set cols_sql = get_seed_column_quoted_csv(model, agate_table.column_names) %}\n {% set bindings = [] %}\n\n {% set statements = [] %}\n\n {% for chunk in agate_table.rows | batch(batch_size) %}\n {% set bindings = [] %}\n\n {% for row in chunk %}\n {% do bindings.extend(row) %}\n {% endfor %}\n\n {% set sql %}\n insert into {{ this.render() }} ({{ cols_sql }}) values\n {% for row in chunk -%}\n ({%- for column in agate_table.column_names -%}\n {{ get_binding_char() }}\n {%- if not loop.last%},{%- endif %}\n {%- endfor -%})\n {%- if not loop.last%},{%- endif %}\n {%- endfor %}\n {% endset %}\n\n {% do adapter.add_query(sql, bindings=bindings, abridge_sql_log=True) %}\n\n {% if loop.index0 == 0 %}\n {% do statements.append(sql) %}\n {% endif %}\n {% endfor %}\n\n {# Return SQL so we can render it out into the compiled files #}\n {{ return(statements[0]) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_batch_size", "macro.dbt.get_seed_column_quoted_csv", "macro.dbt.get_binding_char"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4369166, "supported_languages": null}, "macro.dbt.materialization_seed_default": {"name": "materialization_seed_default", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/seeds/seed.sql", "original_file_path": "macros/materializations/seeds/seed.sql", "unique_id": "macro.dbt.materialization_seed_default", "macro_sql": "{% materialization seed, default %}\n\n {%- set identifier = model['alias'] -%}\n {%- set full_refresh_mode = (should_full_refresh()) -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n\n {%- set exists_as_table = (old_relation is not none and old_relation.is_table) -%}\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {%- set grant_config = config.get('grants') -%}\n {%- set agate_table = load_agate_table() -%}\n -- grab current tables grants config for comparison later on\n\n {%- do store_result('agate_table', response='OK', agate_table=agate_table) -%}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% set create_table_sql = \"\" %}\n {% if exists_as_view %}\n {{ exceptions.raise_compiler_error(\"Cannot seed to '{}', it is a view\".format(old_relation.render())) }}\n {% elif exists_as_table %}\n {% set create_table_sql = reset_csv_table(model, full_refresh_mode, old_relation, agate_table) %}\n {% else %}\n {% set create_table_sql = create_csv_table(model, agate_table) %}\n {% endif %}\n\n {% set code = 'CREATE' if full_refresh_mode else 'INSERT' %}\n {% set rows_affected = (agate_table.rows | length) %}\n {% set sql = load_csv_rows(model, agate_table) %}\n\n {% call noop_statement('main', code ~ ' ' ~ rows_affected, code, rows_affected) %}\n {{ get_csv_sql(create_table_sql, sql) }};\n {% endcall %}\n\n {% set target_relation = this.incorporate(type='table') %}\n\n {% set should_revoke = should_revoke(old_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if full_refresh_mode or not exists_as_table %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", "depends_on": {"macros": ["macro.dbt.should_full_refresh", "macro.dbt.run_hooks", "macro.dbt.reset_csv_table", "macro.dbt.create_csv_table", "macro.dbt.load_csv_rows", "macro.dbt.noop_statement", "macro.dbt.get_csv_sql", "macro.dbt.should_revoke", "macro.dbt.apply_grants", "macro.dbt.persist_docs", "macro.dbt.create_indexes"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4425242, "supported_languages": ["sql"]}, "macro.dbt.materialization_materialized_view_default": {"name": "materialization_materialized_view_default", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/materialized_view.sql", "original_file_path": "macros/materializations/models/materialized_view.sql", "unique_id": "macro.dbt.materialization_materialized_view_default", "macro_sql": "{% materialization materialized_view, default %}\n {% set existing_relation = load_cached_relation(this) %}\n {% set target_relation = this.incorporate(type=this.MaterializedView) %}\n {% set intermediate_relation = make_intermediate_relation(target_relation) %}\n {% set backup_relation_type = target_relation.MaterializedView if existing_relation is none else existing_relation.type %}\n {% set backup_relation = make_backup_relation(target_relation, backup_relation_type) %}\n\n {{ materialized_view_setup(backup_relation, intermediate_relation, pre_hooks) }}\n\n {% set build_sql = materialized_view_get_build_sql(existing_relation, target_relation, backup_relation, intermediate_relation) %}\n\n {% if build_sql == '' %}\n {{ materialized_view_execute_no_op(target_relation) }}\n {% else %}\n {{ materialized_view_execute_build_sql(build_sql, existing_relation, target_relation, post_hooks) }}\n {% endif %}\n\n {{ materialized_view_teardown(backup_relation, intermediate_relation, post_hooks) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", "depends_on": {"macros": ["macro.dbt.load_cached_relation", "macro.dbt.make_intermediate_relation", "macro.dbt.make_backup_relation", "macro.dbt.materialized_view_setup", "macro.dbt.materialized_view_get_build_sql", "macro.dbt.materialized_view_execute_no_op", "macro.dbt.materialized_view_execute_build_sql", "macro.dbt.materialized_view_teardown"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4494243, "supported_languages": ["sql"]}, "macro.dbt.materialized_view_setup": {"name": "materialized_view_setup", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/materialized_view.sql", "original_file_path": "macros/materializations/models/materialized_view.sql", "unique_id": "macro.dbt.materialized_view_setup", "macro_sql": "{% macro materialized_view_setup(backup_relation, intermediate_relation, pre_hooks) %}\n\n -- backup_relation and intermediate_relation should not already exist in the database\n -- it's possible these exist because of a previous run that exited unexpectedly\n {% set preexisting_backup_relation = load_cached_relation(backup_relation) %}\n {% set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.load_cached_relation", "macro.dbt.drop_relation_if_exists", "macro.dbt.run_hooks"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4502602, "supported_languages": null}, "macro.dbt.materialized_view_teardown": {"name": "materialized_view_teardown", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/materialized_view.sql", "original_file_path": "macros/materializations/models/materialized_view.sql", "unique_id": "macro.dbt.materialized_view_teardown", "macro_sql": "{% macro materialized_view_teardown(backup_relation, intermediate_relation, post_hooks) %}\n\n -- drop the temp relations if they exist to leave the database clean for the next run\n {{ drop_relation_if_exists(backup_relation) }}\n {{ drop_relation_if_exists(intermediate_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.drop_relation_if_exists", "macro.dbt.run_hooks"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4507813, "supported_languages": null}, "macro.dbt.materialized_view_get_build_sql": {"name": "materialized_view_get_build_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/materialized_view.sql", "original_file_path": "macros/materializations/models/materialized_view.sql", "unique_id": "macro.dbt.materialized_view_get_build_sql", "macro_sql": "{% macro materialized_view_get_build_sql(existing_relation, target_relation, backup_relation, intermediate_relation) %}\n\n {% set full_refresh_mode = should_full_refresh() %}\n\n -- determine the scenario we're in: create, full_refresh, alter, refresh data\n {% if existing_relation is none %}\n {% set build_sql = get_create_materialized_view_as_sql(target_relation, sql) %}\n {% elif full_refresh_mode or not existing_relation.is_materialized_view %}\n {% set build_sql = get_replace_sql(existing_relation, target_relation, sql) %}\n {% else %}\n\n -- get config options\n {% set on_configuration_change = config.get('on_configuration_change') %}\n {% set configuration_changes = get_materialized_view_configuration_changes(existing_relation, config) %}\n\n {% if configuration_changes is none %}\n {% set build_sql = refresh_materialized_view(target_relation) %}\n\n {% elif on_configuration_change == 'apply' %}\n {% set build_sql = get_alter_materialized_view_as_sql(target_relation, configuration_changes, sql, existing_relation, backup_relation, intermediate_relation) %}\n {% elif on_configuration_change == 'continue' %}\n {% set build_sql = '' %}\n {{ exceptions.warn(\"Configuration changes were identified and `on_configuration_change` was set to `continue` for `\" ~ target_relation.render() ~ \"`\") }}\n {% elif on_configuration_change == 'fail' %}\n {{ exceptions.raise_fail_fast_error(\"Configuration changes were identified and `on_configuration_change` was set to `fail` for `\" ~ target_relation.render() ~ \"`\") }}\n\n {% else %}\n -- this only happens if the user provides a value other than `apply`, 'skip', 'fail'\n {{ exceptions.raise_compiler_error(\"Unexpected configuration scenario\") }}\n\n {% endif %}\n\n {% endif %}\n\n {% do return(build_sql) %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.should_full_refresh", "macro.dbt.get_create_materialized_view_as_sql", "macro.dbt.get_replace_sql", "macro.dbt.get_materialized_view_configuration_changes", "macro.dbt.refresh_materialized_view", "macro.dbt.get_alter_materialized_view_as_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4533017, "supported_languages": null}, "macro.dbt.materialized_view_execute_no_op": {"name": "materialized_view_execute_no_op", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/materialized_view.sql", "original_file_path": "macros/materializations/models/materialized_view.sql", "unique_id": "macro.dbt.materialized_view_execute_no_op", "macro_sql": "{% macro materialized_view_execute_no_op(target_relation) %}\n {% do store_raw_result(\n name=\"main\",\n message=\"skip \" ~ target_relation,\n code=\"skip\",\n rows_affected=\"-1\"\n ) %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.453781, "supported_languages": null}, "macro.dbt.materialized_view_execute_build_sql": {"name": "materialized_view_execute_build_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/materialized_view.sql", "original_file_path": "macros/materializations/models/materialized_view.sql", "unique_id": "macro.dbt.materialized_view_execute_build_sql", "macro_sql": "{% macro materialized_view_execute_build_sql(build_sql, existing_relation, target_relation, post_hooks) %}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set grant_config = config.get('grants') %}\n\n {% call statement(name=\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_hooks", "macro.dbt.statement", "macro.dbt.should_revoke", "macro.dbt.apply_grants", "macro.dbt.persist_docs"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4550557, "supported_languages": null}, "macro.dbt.materialization_table_default": {"name": "materialization_table_default", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/table.sql", "original_file_path": "macros/materializations/models/table.sql", "unique_id": "macro.dbt.materialization_table_default", "macro_sql": "{% materialization table, default %}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') %}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_table_as_sql(False, intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n {% if existing_relation is not none %}\n /* Do the equivalent of rename_if_exists. 'existing_relation' could have been dropped\n since the variable was first set. */\n {% set existing_relation = load_cached_relation(existing_relation) %}\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% do create_indexes(target_relation) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n -- `COMMIT` happens here\n {{ adapter.commit() }}\n\n -- finally, drop the existing/backup relation after the commit\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n{% endmaterialization %}", "depends_on": {"macros": ["macro.dbt.load_cached_relation", "macro.dbt.make_intermediate_relation", "macro.dbt.make_backup_relation", "macro.dbt.drop_relation_if_exists", "macro.dbt.run_hooks", "macro.dbt.statement", "macro.dbt.get_create_table_as_sql", "macro.dbt.create_indexes", "macro.dbt.should_revoke", "macro.dbt.apply_grants", "macro.dbt.persist_docs"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4599552, "supported_languages": ["sql"]}, "macro.dbt.materialization_view_default": {"name": "materialization_view_default", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/view.sql", "original_file_path": "macros/materializations/models/view.sql", "unique_id": "macro.dbt.materialization_view_default", "macro_sql": "{%- materialization view, default -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='view') -%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation) -%}\n\n -- the intermediate_relation should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation) -%}\n /*\n This relation (probably) doesn't exist yet. If it does exist, it's a leftover from\n a previous run, and we're going to try to drop it immediately. At the end of this\n materialization, we're going to rename the \"existing_relation\" to this identifier,\n and then we're going to drop it. In order to make sure we run the correct one of:\n - drop view ...\n - drop table ...\n\n We need to set the type of this relation to be the type of the existing_relation, if it exists,\n or else \"view\" as a sane default if it does not. Note that if the existing_relation does not\n exist, then there is nothing to move out of the way and subsequentally drop. In that case,\n this relation will be effectively unused.\n */\n {%- set backup_relation_type = 'view' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n -- as above, the backup_relation should not already exist\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- drop the temp relations if they exist already in the database\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main') -%}\n {{ get_create_view_as_sql(intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n -- move the existing view out of the way\n {% if existing_relation is not none %}\n /* Do the equivalent of rename_if_exists. 'existing_relation' could have been dropped\n since the variable was first set. */\n {% set existing_relation = load_cached_relation(existing_relation) %}\n {% if existing_relation is not none %}\n {{ adapter.rename_relation(existing_relation, backup_relation) }}\n {% endif %}\n {% endif %}\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n {{ drop_relation_if_exists(backup_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization -%}", "depends_on": {"macros": ["macro.dbt.load_cached_relation", "macro.dbt.make_intermediate_relation", "macro.dbt.make_backup_relation", "macro.dbt.run_hooks", "macro.dbt.drop_relation_if_exists", "macro.dbt.statement", "macro.dbt.get_create_view_as_sql", "macro.dbt.should_revoke", "macro.dbt.apply_grants", "macro.dbt.persist_docs"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4648259, "supported_languages": ["sql"]}, "macro.dbt.create_or_replace_clone": {"name": "create_or_replace_clone", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/clone/create_or_replace_clone.sql", "original_file_path": "macros/materializations/models/clone/create_or_replace_clone.sql", "unique_id": "macro.dbt.create_or_replace_clone", "macro_sql": "{% macro create_or_replace_clone(this_relation, defer_relation) %}\n {{ return(adapter.dispatch('create_or_replace_clone', 'dbt')(this_relation, defer_relation)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__create_or_replace_clone"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4654493, "supported_languages": null}, "macro.dbt.default__create_or_replace_clone": {"name": "default__create_or_replace_clone", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/clone/create_or_replace_clone.sql", "original_file_path": "macros/materializations/models/clone/create_or_replace_clone.sql", "unique_id": "macro.dbt.default__create_or_replace_clone", "macro_sql": "{% macro default__create_or_replace_clone(this_relation, defer_relation) %}\n create or replace table {{ this_relation.render() }} clone {{ defer_relation.render() }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.465802, "supported_languages": null}, "macro.dbt.can_clone_table": {"name": "can_clone_table", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/clone/can_clone_table.sql", "original_file_path": "macros/materializations/models/clone/can_clone_table.sql", "unique_id": "macro.dbt.can_clone_table", "macro_sql": "{% macro can_clone_table() %}\n {{ return(adapter.dispatch('can_clone_table', 'dbt')()) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__can_clone_table"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4662461, "supported_languages": null}, "macro.dbt.default__can_clone_table": {"name": "default__can_clone_table", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/clone/can_clone_table.sql", "original_file_path": "macros/materializations/models/clone/can_clone_table.sql", "unique_id": "macro.dbt.default__can_clone_table", "macro_sql": "{% macro default__can_clone_table() %}\n {{ return(False) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4665, "supported_languages": null}, "macro.dbt.materialization_clone_default": {"name": "materialization_clone_default", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/clone/clone.sql", "original_file_path": "macros/materializations/models/clone/clone.sql", "unique_id": "macro.dbt.materialization_clone_default", "macro_sql": "{%- materialization clone, default -%}\n\n {%- set relations = {'relations': []} -%}\n\n {%- if not defer_relation -%}\n -- nothing to do\n {{ log(\"No relation found in state manifest for \" ~ model.unique_id, info=True) }}\n {{ return(relations) }}\n {%- endif -%}\n\n {%- set existing_relation = load_cached_relation(this) -%}\n\n {%- if existing_relation and not flags.FULL_REFRESH -%}\n -- noop!\n {{ log(\"Relation \" ~ existing_relation ~ \" already exists\", info=True) }}\n {{ return(relations) }}\n {%- endif -%}\n\n {%- set other_existing_relation = load_cached_relation(defer_relation) -%}\n\n -- If this is a database that can do zero-copy cloning of tables, and the other relation is a table, then this will be a table\n -- Otherwise, this will be a view\n\n {% set can_clone_table = can_clone_table() %}\n\n {%- if other_existing_relation and other_existing_relation.type == 'table' and can_clone_table -%}\n\n {%- set target_relation = this.incorporate(type='table') -%}\n {% if existing_relation is not none and not existing_relation.is_table %}\n {{ log(\"Dropping relation \" ~ existing_relation.render() ~ \" because it is of type \" ~ existing_relation.type) }}\n {{ drop_relation_if_exists(existing_relation) }}\n {% endif %}\n\n -- as a general rule, data platforms that can clone tables can also do atomic 'create or replace'\n {% call statement('main') %}\n {% if target_relation and defer_relation and target_relation == defer_relation %}\n {{ log(\"Target relation and defer relation are the same, skipping clone for relation: \" ~ target_relation.render()) }}\n {% else %}\n {{ create_or_replace_clone(target_relation, defer_relation) }}\n {% endif %}\n\n {% endcall %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode=True) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n {% do persist_docs(target_relation, model) %}\n\n {{ return({'relations': [target_relation]}) }}\n\n {%- else -%}\n\n {%- set target_relation = this.incorporate(type='view') -%}\n\n -- reuse the view materialization\n -- TODO: support actual dispatch for materialization macros\n -- Tracking ticket: https://github.com/dbt-labs/dbt-core/issues/7799\n {% set search_name = \"materialization_view_\" ~ adapter.type() %}\n {% if not search_name in context %}\n {% set search_name = \"materialization_view_default\" %}\n {% endif %}\n {% set materialization_macro = context[search_name] %}\n {% set relations = materialization_macro() %}\n {{ return(relations) }}\n\n {%- endif -%}\n\n{%- endmaterialization -%}", "depends_on": {"macros": ["macro.dbt.load_cached_relation", "macro.dbt.can_clone_table", "macro.dbt.drop_relation_if_exists", "macro.dbt.statement", "macro.dbt.create_or_replace_clone", "macro.dbt.should_revoke", "macro.dbt.apply_grants", "macro.dbt.persist_docs"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4726753, "supported_languages": ["sql"]}, "macro.dbt.get_incremental_append_sql": {"name": "get_incremental_append_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/strategies.sql", "original_file_path": "macros/materializations/models/incremental/strategies.sql", "unique_id": "macro.dbt.get_incremental_append_sql", "macro_sql": "{% macro get_incremental_append_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_append_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_incremental_append_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4744258, "supported_languages": null}, "macro.dbt.default__get_incremental_append_sql": {"name": "default__get_incremental_append_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/strategies.sql", "original_file_path": "macros/materializations/models/incremental/strategies.sql", "unique_id": "macro.dbt.default__get_incremental_append_sql", "macro_sql": "{% macro default__get_incremental_append_sql(arg_dict) %}\n\n {% do return(get_insert_into_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"dest_columns\"])) %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_insert_into_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.474883, "supported_languages": null}, "macro.dbt.get_incremental_delete_insert_sql": {"name": "get_incremental_delete_insert_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/strategies.sql", "original_file_path": "macros/materializations/models/incremental/strategies.sql", "unique_id": "macro.dbt.get_incremental_delete_insert_sql", "macro_sql": "{% macro get_incremental_delete_insert_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_delete_insert_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_incremental_delete_insert_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4752414, "supported_languages": null}, "macro.dbt.default__get_incremental_delete_insert_sql": {"name": "default__get_incremental_delete_insert_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/strategies.sql", "original_file_path": "macros/materializations/models/incremental/strategies.sql", "unique_id": "macro.dbt.default__get_incremental_delete_insert_sql", "macro_sql": "{% macro default__get_incremental_delete_insert_sql(arg_dict) %}\n\n {% do return(get_delete_insert_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"unique_key\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_delete_insert_merge_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.475819, "supported_languages": null}, "macro.dbt.get_incremental_merge_sql": {"name": "get_incremental_merge_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/strategies.sql", "original_file_path": "macros/materializations/models/incremental/strategies.sql", "unique_id": "macro.dbt.get_incremental_merge_sql", "macro_sql": "{% macro get_incremental_merge_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_merge_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_incremental_merge_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4761813, "supported_languages": null}, "macro.dbt.default__get_incremental_merge_sql": {"name": "default__get_incremental_merge_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/strategies.sql", "original_file_path": "macros/materializations/models/incremental/strategies.sql", "unique_id": "macro.dbt.default__get_incremental_merge_sql", "macro_sql": "{% macro default__get_incremental_merge_sql(arg_dict) %}\n\n {% do return(get_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"unique_key\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_merge_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4767532, "supported_languages": null}, "macro.dbt.get_incremental_insert_overwrite_sql": {"name": "get_incremental_insert_overwrite_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/strategies.sql", "original_file_path": "macros/materializations/models/incremental/strategies.sql", "unique_id": "macro.dbt.get_incremental_insert_overwrite_sql", "macro_sql": "{% macro get_incremental_insert_overwrite_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_insert_overwrite_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_incremental_insert_overwrite_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.477114, "supported_languages": null}, "macro.dbt.default__get_incremental_insert_overwrite_sql": {"name": "default__get_incremental_insert_overwrite_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/strategies.sql", "original_file_path": "macros/materializations/models/incremental/strategies.sql", "unique_id": "macro.dbt.default__get_incremental_insert_overwrite_sql", "macro_sql": "{% macro default__get_incremental_insert_overwrite_sql(arg_dict) %}\n\n {% do return(get_insert_overwrite_merge_sql(arg_dict[\"target_relation\"], arg_dict[\"temp_relation\"], arg_dict[\"dest_columns\"], arg_dict[\"incremental_predicates\"])) %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_insert_overwrite_merge_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4776282, "supported_languages": null}, "macro.dbt.get_incremental_default_sql": {"name": "get_incremental_default_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/strategies.sql", "original_file_path": "macros/materializations/models/incremental/strategies.sql", "unique_id": "macro.dbt.get_incremental_default_sql", "macro_sql": "{% macro get_incremental_default_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_default_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_incremental_default_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4779823, "supported_languages": null}, "macro.dbt.default__get_incremental_default_sql": {"name": "default__get_incremental_default_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/strategies.sql", "original_file_path": "macros/materializations/models/incremental/strategies.sql", "unique_id": "macro.dbt.default__get_incremental_default_sql", "macro_sql": "{% macro default__get_incremental_default_sql(arg_dict) %}\n\n {% do return(get_incremental_append_sql(arg_dict)) %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_incremental_append_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4782734, "supported_languages": null}, "macro.dbt.get_incremental_microbatch_sql": {"name": "get_incremental_microbatch_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/strategies.sql", "original_file_path": "macros/materializations/models/incremental/strategies.sql", "unique_id": "macro.dbt.get_incremental_microbatch_sql", "macro_sql": "{% macro get_incremental_microbatch_sql(arg_dict) %}\n\n {{ return(adapter.dispatch('get_incremental_microbatch_sql', 'dbt')(arg_dict)) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_incremental_microbatch_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4786396, "supported_languages": null}, "macro.dbt.default__get_incremental_microbatch_sql": {"name": "default__get_incremental_microbatch_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/strategies.sql", "original_file_path": "macros/materializations/models/incremental/strategies.sql", "unique_id": "macro.dbt.default__get_incremental_microbatch_sql", "macro_sql": "{% macro default__get_incremental_microbatch_sql(arg_dict) %}\n\n {{ exceptions.raise_not_implemented('microbatch materialization strategy not implemented for adapter ' + adapter.type()) }}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4789581, "supported_languages": null}, "macro.dbt.get_insert_into_sql": {"name": "get_insert_into_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/strategies.sql", "original_file_path": "macros/materializations/models/incremental/strategies.sql", "unique_id": "macro.dbt.get_insert_into_sql", "macro_sql": "{% macro get_insert_into_sql(target_relation, temp_relation, dest_columns) %}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n insert into {{ target_relation }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ temp_relation }}\n )\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_quoted_csv"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4795182, "supported_languages": null}, "macro.dbt.materialization_incremental_default": {"name": "materialization_incremental_default", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/incremental.sql", "original_file_path": "macros/materializations/models/incremental/incremental.sql", "unique_id": "macro.dbt.materialization_incremental_default", "macro_sql": "{% materialization incremental, default -%}\n\n -- relations\n {%- set existing_relation = load_cached_relation(this) -%}\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {%- set intermediate_relation = make_intermediate_relation(target_relation)-%}\n {%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%}\n {%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%}\n\n -- configs\n {%- set unique_key = config.get('unique_key') -%}\n {%- set full_refresh_mode = (should_full_refresh() or existing_relation.is_view) -%}\n {%- set on_schema_change = incremental_validate_on_schema_change(config.get('on_schema_change'), default='ignore') -%}\n\n -- the temp_ and backup_ relations should not already exist in the database; get_relation\n -- will return None in that case. Otherwise, we get a relation that we can drop\n -- later, before we try to use this name for the current operation. This has to happen before\n -- BEGIN, in a separate transaction\n {%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation)-%}\n {%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%}\n -- grab current tables grants config for comparision later on\n {% set grant_config = config.get('grants') %}\n {{ drop_relation_if_exists(preexisting_intermediate_relation) }}\n {{ drop_relation_if_exists(preexisting_backup_relation) }}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n {% set to_drop = [] %}\n\n {% if existing_relation is none %}\n {% set build_sql = get_create_table_as_sql(False, target_relation, sql) %}\n {% elif full_refresh_mode %}\n {% set build_sql = get_create_table_as_sql(False, intermediate_relation, sql) %}\n {% set need_swap = true %}\n {% else %}\n {% do run_query(get_create_table_as_sql(True, temp_relation, sql)) %}\n {% set contract_config = config.get('contract') %}\n {% if not contract_config or not contract_config.enforced %}\n {% do adapter.expand_target_column_types(\n from_relation=temp_relation,\n to_relation=target_relation) %}\n {% endif %}\n {#-- Process schema changes. Returns dict of changes if successful. Use source columns for upserting/merging --#}\n {% set dest_columns = process_schema_changes(on_schema_change, temp_relation, existing_relation) %}\n {% if not dest_columns %}\n {% set dest_columns = adapter.get_columns_in_relation(existing_relation) %}\n {% endif %}\n\n {#-- Get the incremental_strategy, the macro to use for the strategy, and build the sql --#}\n {% set incremental_strategy = config.get('incremental_strategy') or 'default' %}\n {% set incremental_predicates = config.get('predicates', none) or config.get('incremental_predicates', none) %}\n {% set strategy_sql_macro_func = adapter.get_incremental_strategy_macro(context, incremental_strategy) %}\n {% set strategy_arg_dict = ({'target_relation': target_relation, 'temp_relation': temp_relation, 'unique_key': unique_key, 'dest_columns': dest_columns, 'incremental_predicates': incremental_predicates }) %}\n {% set build_sql = strategy_sql_macro_func(strategy_arg_dict) %}\n\n {% endif %}\n\n {% call statement(\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% if need_swap %}\n {% do adapter.rename_relation(target_relation, backup_relation) %}\n {% do adapter.rename_relation(intermediate_relation, target_relation) %}\n {% do to_drop.append(backup_relation) %}\n {% endif %}\n\n {% set should_revoke = should_revoke(existing_relation, full_refresh_mode) %}\n {% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %}\n\n {% do persist_docs(target_relation, model) %}\n\n {% if existing_relation is none or existing_relation.is_view or should_full_refresh() %}\n {% do create_indexes(target_relation) %}\n {% endif %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n -- `COMMIT` happens here\n {% do adapter.commit() %}\n\n {% for rel in to_drop %}\n {% do adapter.drop_relation(rel) %}\n {% endfor %}\n\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization %}", "depends_on": {"macros": ["macro.dbt.load_cached_relation", "macro.dbt.make_temp_relation", "macro.dbt.make_intermediate_relation", "macro.dbt.make_backup_relation", "macro.dbt.should_full_refresh", "macro.dbt.incremental_validate_on_schema_change", "macro.dbt.drop_relation_if_exists", "macro.dbt.run_hooks", "macro.dbt.get_create_table_as_sql", "macro.dbt.run_query", "macro.dbt.process_schema_changes", "macro.dbt.statement", "macro.dbt.should_revoke", "macro.dbt.apply_grants", "macro.dbt.persist_docs", "macro.dbt.create_indexes"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4886522, "supported_languages": ["sql"]}, "macro.dbt.is_incremental": {"name": "is_incremental", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/is_incremental.sql", "original_file_path": "macros/materializations/models/incremental/is_incremental.sql", "unique_id": "macro.dbt.is_incremental", "macro_sql": "{% macro is_incremental() %}\n {#-- do not run introspective queries in parsing #}\n {% if not execute %}\n {{ return(False) }}\n {% else %}\n {% set relation = adapter.get_relation(this.database, this.schema, this.table) %}\n {{ return(relation is not none\n and relation.type == 'table'\n and model.config.materialized == 'incremental'\n and not should_full_refresh()) }}\n {% endif %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.should_full_refresh"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.489839, "supported_languages": null}, "macro.dbt.incremental_validate_on_schema_change": {"name": "incremental_validate_on_schema_change", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/on_schema_change.sql", "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", "unique_id": "macro.dbt.incremental_validate_on_schema_change", "macro_sql": "{% macro incremental_validate_on_schema_change(on_schema_change, default='ignore') %}\n\n {% if on_schema_change not in ['sync_all_columns', 'append_new_columns', 'fail', 'ignore'] %}\n\n {% set log_message = 'Invalid value for on_schema_change (%s) specified. Setting default value of %s.' % (on_schema_change, default) %}\n {% do log(log_message) %}\n\n {{ return(default) }}\n\n {% else %}\n\n {{ return(on_schema_change) }}\n\n {% endif %}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4970498, "supported_languages": null}, "macro.dbt.check_for_schema_changes": {"name": "check_for_schema_changes", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/on_schema_change.sql", "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", "unique_id": "macro.dbt.check_for_schema_changes", "macro_sql": "{% macro check_for_schema_changes(source_relation, target_relation) %}\n\n {% set schema_changed = False %}\n\n {%- set source_columns = adapter.get_columns_in_relation(source_relation) -%}\n {%- set target_columns = adapter.get_columns_in_relation(target_relation) -%}\n {%- set source_not_in_target = diff_columns(source_columns, target_columns) -%}\n {%- set target_not_in_source = diff_columns(target_columns, source_columns) -%}\n\n {% set new_target_types = diff_column_data_types(source_columns, target_columns) %}\n\n {% if source_not_in_target != [] %}\n {% set schema_changed = True %}\n {% elif target_not_in_source != [] or new_target_types != [] %}\n {% set schema_changed = True %}\n {% elif new_target_types != [] %}\n {% set schema_changed = True %}\n {% endif %}\n\n {% set changes_dict = {\n 'schema_changed': schema_changed,\n 'source_not_in_target': source_not_in_target,\n 'target_not_in_source': target_not_in_source,\n 'source_columns': source_columns,\n 'target_columns': target_columns,\n 'new_target_types': new_target_types\n } %}\n\n {% set msg %}\n In {{ target_relation }}:\n Schema changed: {{ schema_changed }}\n Source columns not in target: {{ source_not_in_target }}\n Target columns not in source: {{ target_not_in_source }}\n New column types: {{ new_target_types }}\n {% endset %}\n\n {% do log(msg) %}\n\n {{ return(changes_dict) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.diff_columns", "macro.dbt.diff_column_data_types"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.4994564, "supported_languages": null}, "macro.dbt.sync_column_schemas": {"name": "sync_column_schemas", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/on_schema_change.sql", "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", "unique_id": "macro.dbt.sync_column_schemas", "macro_sql": "{% macro sync_column_schemas(on_schema_change, target_relation, schema_changes_dict) %}\n\n {%- set add_to_target_arr = schema_changes_dict['source_not_in_target'] -%}\n\n {%- if on_schema_change == 'append_new_columns'-%}\n {%- if add_to_target_arr | length > 0 -%}\n {%- do alter_relation_add_remove_columns(target_relation, add_to_target_arr, none) -%}\n {%- endif -%}\n\n {% elif on_schema_change == 'sync_all_columns' %}\n {%- set remove_from_target_arr = schema_changes_dict['target_not_in_source'] -%}\n {%- set new_target_types = schema_changes_dict['new_target_types'] -%}\n\n {% if add_to_target_arr | length > 0 or remove_from_target_arr | length > 0 %}\n {%- do alter_relation_add_remove_columns(target_relation, add_to_target_arr, remove_from_target_arr) -%}\n {% endif %}\n\n {% if new_target_types != [] %}\n {% for ntt in new_target_types %}\n {% set column_name = ntt['column_name'] %}\n {% set new_type = ntt['new_type'] %}\n {% do alter_column_type(target_relation, column_name, new_type) %}\n {% endfor %}\n {% endif %}\n\n {% endif %}\n\n {% set schema_change_message %}\n In {{ target_relation }}:\n Schema change approach: {{ on_schema_change }}\n Columns added: {{ add_to_target_arr }}\n Columns removed: {{ remove_from_target_arr }}\n Data types changed: {{ new_target_types }}\n {% endset %}\n\n {% do log(schema_change_message) %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.alter_relation_add_remove_columns", "macro.dbt.alter_column_type"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5017633, "supported_languages": null}, "macro.dbt.process_schema_changes": {"name": "process_schema_changes", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/on_schema_change.sql", "original_file_path": "macros/materializations/models/incremental/on_schema_change.sql", "unique_id": "macro.dbt.process_schema_changes", "macro_sql": "{% macro process_schema_changes(on_schema_change, source_relation, target_relation) %}\n\n {% if on_schema_change == 'ignore' %}\n\n {{ return({}) }}\n\n {% else %}\n\n {% set schema_changes_dict = check_for_schema_changes(source_relation, target_relation) %}\n\n {% if schema_changes_dict['schema_changed'] %}\n\n {% if on_schema_change == 'fail' %}\n\n {% set fail_msg %}\n The source and target schemas on this incremental model are out of sync!\n They can be reconciled in several ways:\n - set the `on_schema_change` config to either append_new_columns or sync_all_columns, depending on your situation.\n - Re-run the incremental model with `full_refresh: True` to update the target schema.\n - update the schema manually and re-run the process.\n\n Additional troubleshooting context:\n Source columns not in target: {{ schema_changes_dict['source_not_in_target'] }}\n Target columns not in source: {{ schema_changes_dict['target_not_in_source'] }}\n New column types: {{ schema_changes_dict['new_target_types'] }}\n {% endset %}\n\n {% do exceptions.raise_compiler_error(fail_msg) %}\n\n {# -- unless we ignore, run the sync operation per the config #}\n {% else %}\n\n {% do sync_column_schemas(on_schema_change, target_relation, schema_changes_dict) %}\n\n {% endif %}\n\n {% endif %}\n\n {{ return(schema_changes_dict['source_columns']) }}\n\n {% endif %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.check_for_schema_changes", "macro.dbt.sync_column_schemas"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.503393, "supported_languages": null}, "macro.dbt.get_quoted_csv": {"name": "get_quoted_csv", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/column_helpers.sql", "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", "unique_id": "macro.dbt.get_quoted_csv", "macro_sql": "{% macro get_quoted_csv(column_names) %}\n\n {% set quoted = [] %}\n {% for col in column_names -%}\n {%- do quoted.append(adapter.quote(col)) -%}\n {%- endfor %}\n\n {%- set dest_cols_csv = quoted | join(', ') -%}\n {{ return(dest_cols_csv) }}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5058029, "supported_languages": null}, "macro.dbt.diff_columns": {"name": "diff_columns", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/column_helpers.sql", "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", "unique_id": "macro.dbt.diff_columns", "macro_sql": "{% macro diff_columns(source_columns, target_columns) %}\n\n {% set result = [] %}\n {% set source_names = source_columns | map(attribute = 'column') | list %}\n {% set target_names = target_columns | map(attribute = 'column') | list %}\n\n {# --check whether the name attribute exists in the target - this does not perform a data type check #}\n {% for sc in source_columns %}\n {% if sc.name not in target_names %}\n {{ result.append(sc) }}\n {% endif %}\n {% endfor %}\n\n {{ return(result) }}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5068648, "supported_languages": null}, "macro.dbt.diff_column_data_types": {"name": "diff_column_data_types", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/column_helpers.sql", "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", "unique_id": "macro.dbt.diff_column_data_types", "macro_sql": "{% macro diff_column_data_types(source_columns, target_columns) %}\n\n {% set result = [] %}\n {% for sc in source_columns %}\n {% set tc = target_columns | selectattr(\"name\", \"equalto\", sc.name) | list | first %}\n {% if tc %}\n {% if sc.data_type != tc.data_type and not sc.can_expand_to(other_column=tc) %}\n {{ result.append( { 'column_name': tc.name, 'new_type': sc.data_type } ) }}\n {% endif %}\n {% endif %}\n {% endfor %}\n\n {{ return(result) }}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5081244, "supported_languages": null}, "macro.dbt.get_merge_update_columns": {"name": "get_merge_update_columns", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/column_helpers.sql", "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", "unique_id": "macro.dbt.get_merge_update_columns", "macro_sql": "{% macro get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) %}\n {{ return(adapter.dispatch('get_merge_update_columns', 'dbt')(merge_update_columns, merge_exclude_columns, dest_columns)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_merge_update_columns"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.50859, "supported_languages": null}, "macro.dbt.default__get_merge_update_columns": {"name": "default__get_merge_update_columns", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/column_helpers.sql", "original_file_path": "macros/materializations/models/incremental/column_helpers.sql", "unique_id": "macro.dbt.default__get_merge_update_columns", "macro_sql": "{% macro default__get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) %}\n {%- set default_cols = dest_columns | map(attribute=\"quoted\") | list -%}\n\n {%- if merge_update_columns and merge_exclude_columns -%}\n {{ exceptions.raise_compiler_error(\n 'Model cannot specify merge_update_columns and merge_exclude_columns. Please update model to use only one config'\n )}}\n {%- elif merge_update_columns -%}\n {%- set update_columns = merge_update_columns -%}\n {%- elif merge_exclude_columns -%}\n {%- set update_columns = [] -%}\n {%- for column in dest_columns -%}\n {% if column.column | lower not in merge_exclude_columns | map(\"lower\") | list %}\n {%- do update_columns.append(column.quoted) -%}\n {% endif %}\n {%- endfor -%}\n {%- else -%}\n {%- set update_columns = default_cols -%}\n {%- endif -%}\n\n {{ return(update_columns) }}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5099845, "supported_languages": null}, "macro.dbt.get_merge_sql": {"name": "get_merge_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/merge.sql", "original_file_path": "macros/materializations/models/incremental/merge.sql", "unique_id": "macro.dbt.get_merge_sql", "macro_sql": "{% macro get_merge_sql(target, source, unique_key, dest_columns, incremental_predicates=none) -%}\n -- back compat for old kwarg name\n {% set incremental_predicates = kwargs.get('predicates', incremental_predicates) %}\n {{ adapter.dispatch('get_merge_sql', 'dbt')(target, source, unique_key, dest_columns, incremental_predicates) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__get_merge_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5178986, "supported_languages": null}, "macro.dbt.default__get_merge_sql": {"name": "default__get_merge_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/merge.sql", "original_file_path": "macros/materializations/models/incremental/merge.sql", "unique_id": "macro.dbt.default__get_merge_sql", "macro_sql": "{% macro default__get_merge_sql(target, source, unique_key, dest_columns, incremental_predicates=none) -%}\n {%- set predicates = [] if incremental_predicates is none else [] + incremental_predicates -%}\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n {%- set merge_update_columns = config.get('merge_update_columns') -%}\n {%- set merge_exclude_columns = config.get('merge_exclude_columns') -%}\n {%- set update_columns = get_merge_update_columns(merge_update_columns, merge_exclude_columns, dest_columns) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not mapping and unique_key is not string %}\n {% for key in unique_key %}\n {% set this_key_match %}\n DBT_INTERNAL_SOURCE.{{ key }} = DBT_INTERNAL_DEST.{{ key }}\n {% endset %}\n {% do predicates.append(this_key_match) %}\n {% endfor %}\n {% else %}\n {% set unique_key_match %}\n DBT_INTERNAL_SOURCE.{{ unique_key }} = DBT_INTERNAL_DEST.{{ unique_key }}\n {% endset %}\n {% do predicates.append(unique_key_match) %}\n {% endif %}\n {% else %}\n {% do predicates.append('FALSE') %}\n {% endif %}\n\n {{ sql_header if sql_header is not none }}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on {{\"(\" ~ predicates | join(\") and (\") ~ \")\"}}\n\n {% if unique_key %}\n when matched then update set\n {% for column_name in update_columns -%}\n {{ column_name }} = DBT_INTERNAL_SOURCE.{{ column_name }}\n {%- if not loop.last %}, {%- endif %}\n {%- endfor %}\n {% endif %}\n\n when not matched then insert\n ({{ dest_cols_csv }})\n values\n ({{ dest_cols_csv }})\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_quoted_csv", "macro.dbt.get_merge_update_columns"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5210943, "supported_languages": null}, "macro.dbt.get_delete_insert_merge_sql": {"name": "get_delete_insert_merge_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/merge.sql", "original_file_path": "macros/materializations/models/incremental/merge.sql", "unique_id": "macro.dbt.get_delete_insert_merge_sql", "macro_sql": "{% macro get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n {{ adapter.dispatch('get_delete_insert_merge_sql', 'dbt')(target, source, unique_key, dest_columns, incremental_predicates) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__get_delete_insert_merge_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5216155, "supported_languages": null}, "macro.dbt.default__get_delete_insert_merge_sql": {"name": "default__get_delete_insert_merge_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/merge.sql", "original_file_path": "macros/materializations/models/incremental/merge.sql", "unique_id": "macro.dbt.default__get_delete_insert_merge_sql", "macro_sql": "{% macro default__get_delete_insert_merge_sql(target, source, unique_key, dest_columns, incremental_predicates) -%}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n {% if unique_key %}\n {% if unique_key is sequence and unique_key is not string %}\n delete from {{target }}\n using {{ source }}\n where (\n {% for key in unique_key %}\n {{ source }}.{{ key }} = {{ target }}.{{ key }}\n {{ \"and \" if not loop.last}}\n {% endfor %}\n {% if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {% endif %}\n );\n {% else %}\n delete from {{ target }}\n where (\n {{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ source }}\n )\n {%- if incremental_predicates %}\n {% for predicate in incremental_predicates %}\n and {{ predicate }}\n {% endfor %}\n {%- endif -%};\n\n {% endif %}\n {% endif %}\n\n insert into {{ target }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ source }}\n )\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.get_quoted_csv"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.523556, "supported_languages": null}, "macro.dbt.get_insert_overwrite_merge_sql": {"name": "get_insert_overwrite_merge_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/merge.sql", "original_file_path": "macros/materializations/models/incremental/merge.sql", "unique_id": "macro.dbt.get_insert_overwrite_merge_sql", "macro_sql": "{% macro get_insert_overwrite_merge_sql(target, source, dest_columns, predicates, include_sql_header=false) -%}\n {{ adapter.dispatch('get_insert_overwrite_merge_sql', 'dbt')(target, source, dest_columns, predicates, include_sql_header) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_insert_overwrite_merge_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.524064, "supported_languages": null}, "macro.dbt.default__get_insert_overwrite_merge_sql": {"name": "default__get_insert_overwrite_merge_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/models/incremental/merge.sql", "original_file_path": "macros/materializations/models/incremental/merge.sql", "unique_id": "macro.dbt.default__get_insert_overwrite_merge_sql", "macro_sql": "{% macro default__get_insert_overwrite_merge_sql(target, source, dest_columns, predicates, include_sql_header) -%}\n {#-- The only time include_sql_header is True: --#}\n {#-- BigQuery + insert_overwrite strategy + \"static\" partitions config --#}\n {#-- We should consider including the sql header at the materialization level instead --#}\n\n {%- set predicates = [] if predicates is none else [] + predicates -%}\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {{ sql_header if sql_header is not none and include_sql_header }}\n\n merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on FALSE\n\n when not matched by source\n {% if predicates %} and {{ predicates | join(' and ') }} {% endif %}\n then delete\n\n when not matched then insert\n ({{ dest_cols_csv }})\n values\n ({{ dest_cols_csv }})\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_quoted_csv"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5253034, "supported_languages": null}, "macro.dbt.materialization_unit_default": {"name": "materialization_unit_default", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/tests/unit.sql", "original_file_path": "macros/materializations/tests/unit.sql", "unique_id": "macro.dbt.materialization_unit_default", "macro_sql": "{%- materialization unit, default -%}\n\n {% set relations = [] %}\n\n {% set expected_rows = config.get('expected_rows') %}\n {% set expected_sql = config.get('expected_sql') %}\n {% set tested_expected_column_names = expected_rows[0].keys() if (expected_rows | length ) > 0 else get_columns_in_query(sql) %} %}\n\n {%- set target_relation = this.incorporate(type='table') -%}\n {%- set temp_relation = make_temp_relation(target_relation)-%}\n {% do run_query(get_create_table_as_sql(True, temp_relation, get_empty_subquery_sql(sql))) %}\n {%- set columns_in_relation = adapter.get_columns_in_relation(temp_relation) -%}\n {%- set column_name_to_data_types = {} -%}\n {%- for column in columns_in_relation -%}\n {%- do column_name_to_data_types.update({column.name|lower: column.data_type}) -%}\n {%- endfor -%}\n\n {% if not expected_sql %}\n {% set expected_sql = get_expected_sql(expected_rows, column_name_to_data_types) %}\n {% endif %}\n {% set unit_test_sql = get_unit_test_sql(sql, expected_sql, tested_expected_column_names) %}\n\n {% call statement('main', fetch_result=True) -%}\n\n {{ unit_test_sql }}\n\n {%- endcall %}\n\n {% do adapter.drop_relation(temp_relation) %}\n\n {{ return({'relations': relations}) }}\n\n{%- endmaterialization -%}", "depends_on": {"macros": ["macro.dbt.get_columns_in_query", "macro.dbt.make_temp_relation", "macro.dbt.run_query", "macro.dbt.get_create_table_as_sql", "macro.dbt.get_empty_subquery_sql", "macro.dbt.get_expected_sql", "macro.dbt.get_unit_test_sql", "macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5285203, "supported_languages": ["sql"]}, "macro.dbt.get_where_subquery": {"name": "get_where_subquery", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/tests/where_subquery.sql", "original_file_path": "macros/materializations/tests/where_subquery.sql", "unique_id": "macro.dbt.get_where_subquery", "macro_sql": "{% macro get_where_subquery(relation) -%}\n {% do return(adapter.dispatch('get_where_subquery', 'dbt')(relation)) %}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_where_subquery"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.529195, "supported_languages": null}, "macro.dbt.default__get_where_subquery": {"name": "default__get_where_subquery", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/tests/where_subquery.sql", "original_file_path": "macros/materializations/tests/where_subquery.sql", "unique_id": "macro.dbt.default__get_where_subquery", "macro_sql": "{% macro default__get_where_subquery(relation) -%}\n {% set where = config.get('where', '') %}\n {% if where %}\n {%- set filtered -%}\n (select * from {{ relation }} where {{ where }}) dbt_subquery\n {%- endset -%}\n {% do return(filtered) %}\n {%- else -%}\n {% do return(relation) %}\n {%- endif -%}\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5299597, "supported_languages": null}, "macro.dbt.materialization_test_default": {"name": "materialization_test_default", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/tests/test.sql", "original_file_path": "macros/materializations/tests/test.sql", "unique_id": "macro.dbt.materialization_test_default", "macro_sql": "{%- materialization test, default -%}\n\n {% set relations = [] %}\n\n {% if should_store_failures() %}\n\n {% set identifier = model['alias'] %}\n {% set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) %}\n\n {% set store_failures_as = config.get('store_failures_as') %}\n -- if `--store-failures` is invoked via command line and `store_failures_as` is not set,\n -- config.get('store_failures_as', 'table') returns None, not 'table'\n {% if store_failures_as == none %}{% set store_failures_as = 'table' %}{% endif %}\n {% if store_failures_as not in ['table', 'view'] %}\n {{ exceptions.raise_compiler_error(\n \"'\" ~ store_failures_as ~ \"' is not a valid value for `store_failures_as`. \"\n \"Accepted values are: ['ephemeral', 'table', 'view']\"\n ) }}\n {% endif %}\n\n {% set target_relation = api.Relation.create(\n identifier=identifier, schema=schema, database=database, type=store_failures_as) -%} %}\n\n {% if old_relation %}\n {% do adapter.drop_relation(old_relation) %}\n {% endif %}\n\n {% call statement(auto_begin=True) %}\n {{ get_create_sql(target_relation, sql) }}\n {% endcall %}\n\n {% do relations.append(target_relation) %}\n\n {% set main_sql %}\n select *\n from {{ target_relation }}\n {% endset %}\n\n {{ adapter.commit() }}\n\n {% else %}\n\n {% set main_sql = sql %}\n\n {% endif %}\n\n {% set limit = config.get('limit') %}\n {% set fail_calc = config.get('fail_calc') %}\n {% set warn_if = config.get('warn_if') %}\n {% set error_if = config.get('error_if') %}\n\n {% call statement('main', fetch_result=True) -%}\n\n {{ get_test_sql(main_sql, fail_calc, warn_if, error_if, limit)}}\n\n {%- endcall %}\n\n {{ return({'relations': relations}) }}\n\n{%- endmaterialization -%}", "depends_on": {"macros": ["macro.dbt.should_store_failures", "macro.dbt.statement", "macro.dbt.get_create_sql", "macro.dbt.get_test_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5346284, "supported_languages": ["sql"]}, "macro.dbt.get_test_sql": {"name": "get_test_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/tests/helpers.sql", "original_file_path": "macros/materializations/tests/helpers.sql", "unique_id": "macro.dbt.get_test_sql", "macro_sql": "{% macro get_test_sql(main_sql, fail_calc, warn_if, error_if, limit) -%}\n {{ adapter.dispatch('get_test_sql', 'dbt')(main_sql, fail_calc, warn_if, error_if, limit) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_test_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.536269, "supported_languages": null}, "macro.dbt.default__get_test_sql": {"name": "default__get_test_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/tests/helpers.sql", "original_file_path": "macros/materializations/tests/helpers.sql", "unique_id": "macro.dbt.default__get_test_sql", "macro_sql": "{% macro default__get_test_sql(main_sql, fail_calc, warn_if, error_if, limit) -%}\n select\n {{ fail_calc }} as failures,\n {{ fail_calc }} {{ warn_if }} as should_warn,\n {{ fail_calc }} {{ error_if }} as should_error\n from (\n {{ main_sql }}\n {{ \"limit \" ~ limit if limit != none }}\n ) dbt_internal_test\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5368822, "supported_languages": null}, "macro.dbt.get_unit_test_sql": {"name": "get_unit_test_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/tests/helpers.sql", "original_file_path": "macros/materializations/tests/helpers.sql", "unique_id": "macro.dbt.get_unit_test_sql", "macro_sql": "{% macro get_unit_test_sql(main_sql, expected_fixture_sql, expected_column_names) -%}\n {{ adapter.dispatch('get_unit_test_sql', 'dbt')(main_sql, expected_fixture_sql, expected_column_names) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_unit_test_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5372846, "supported_languages": null}, "macro.dbt.default__get_unit_test_sql": {"name": "default__get_unit_test_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/materializations/tests/helpers.sql", "original_file_path": "macros/materializations/tests/helpers.sql", "unique_id": "macro.dbt.default__get_unit_test_sql", "macro_sql": "{% macro default__get_unit_test_sql(main_sql, expected_fixture_sql, expected_column_names) -%}\n-- Build actual result given inputs\nwith dbt_internal_unit_test_actual as (\n select\n {% for expected_column_name in expected_column_names %}{{expected_column_name}}{% if not loop.last -%},{% endif %}{%- endfor -%}, {{ dbt.string_literal(\"actual\") }} as {{ adapter.quote(\"actual_or_expected\") }}\n from (\n {{ main_sql }}\n ) _dbt_internal_unit_test_actual\n),\n-- Build expected result\ndbt_internal_unit_test_expected as (\n select\n {% for expected_column_name in expected_column_names %}{{expected_column_name}}{% if not loop.last -%}, {% endif %}{%- endfor -%}, {{ dbt.string_literal(\"expected\") }} as {{ adapter.quote(\"actual_or_expected\") }}\n from (\n {{ expected_fixture_sql }}\n ) _dbt_internal_unit_test_expected\n)\n-- Union actual and expected results\nselect * from dbt_internal_unit_test_actual\nunion all\nselect * from dbt_internal_unit_test_expected\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.string_literal"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5384698, "supported_languages": null}, "macro.dbt.validate_sql": {"name": "validate_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/validate_sql.sql", "original_file_path": "macros/adapters/validate_sql.sql", "unique_id": "macro.dbt.validate_sql", "macro_sql": "{% macro validate_sql(sql) -%}\n {{ return(adapter.dispatch('validate_sql', 'dbt')(sql)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__validate_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5389934, "supported_languages": null}, "macro.dbt.default__validate_sql": {"name": "default__validate_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/validate_sql.sql", "original_file_path": "macros/adapters/validate_sql.sql", "unique_id": "macro.dbt.default__validate_sql", "macro_sql": "{% macro default__validate_sql(sql) -%}\n {% call statement('validate_sql') -%}\n explain {{ sql }}\n {% endcall %}\n {{ return(load_result('validate_sql')) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5394573, "supported_languages": null}, "macro.dbt.alter_column_comment": {"name": "alter_column_comment", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/persist_docs.sql", "original_file_path": "macros/adapters/persist_docs.sql", "unique_id": "macro.dbt.alter_column_comment", "macro_sql": "{% macro alter_column_comment(relation, column_dict) -%}\n {{ return(adapter.dispatch('alter_column_comment', 'dbt')(relation, column_dict)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__alter_column_comment"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5405216, "supported_languages": null}, "macro.dbt.default__alter_column_comment": {"name": "default__alter_column_comment", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/persist_docs.sql", "original_file_path": "macros/adapters/persist_docs.sql", "unique_id": "macro.dbt.default__alter_column_comment", "macro_sql": "{% macro default__alter_column_comment(relation, column_dict) -%}\n {{ exceptions.raise_not_implemented(\n 'alter_column_comment macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5408564, "supported_languages": null}, "macro.dbt.alter_relation_comment": {"name": "alter_relation_comment", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/persist_docs.sql", "original_file_path": "macros/adapters/persist_docs.sql", "unique_id": "macro.dbt.alter_relation_comment", "macro_sql": "{% macro alter_relation_comment(relation, relation_comment) -%}\n {{ return(adapter.dispatch('alter_relation_comment', 'dbt')(relation, relation_comment)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__alter_relation_comment"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5412471, "supported_languages": null}, "macro.dbt.default__alter_relation_comment": {"name": "default__alter_relation_comment", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/persist_docs.sql", "original_file_path": "macros/adapters/persist_docs.sql", "unique_id": "macro.dbt.default__alter_relation_comment", "macro_sql": "{% macro default__alter_relation_comment(relation, relation_comment) -%}\n {{ exceptions.raise_not_implemented(\n 'alter_relation_comment macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.541588, "supported_languages": null}, "macro.dbt.persist_docs": {"name": "persist_docs", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/persist_docs.sql", "original_file_path": "macros/adapters/persist_docs.sql", "unique_id": "macro.dbt.persist_docs", "macro_sql": "{% macro persist_docs(relation, model, for_relation=true, for_columns=true) -%}\n {{ return(adapter.dispatch('persist_docs', 'dbt')(relation, model, for_relation, for_columns)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__persist_docs"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5420916, "supported_languages": null}, "macro.dbt.default__persist_docs": {"name": "default__persist_docs", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/persist_docs.sql", "original_file_path": "macros/adapters/persist_docs.sql", "unique_id": "macro.dbt.default__persist_docs", "macro_sql": "{% macro default__persist_docs(relation, model, for_relation, for_columns) -%}\n {% if for_relation and config.persist_relation_docs() and model.description %}\n {% do run_query(alter_relation_comment(relation, model.description)) %}\n {% endif %}\n\n {% if for_columns and config.persist_column_docs() and model.columns %}\n {% do run_query(alter_column_comment(relation, model.columns)) %}\n {% endif %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_query", "macro.dbt.alter_relation_comment", "macro.dbt.alter_column_comment"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5430088, "supported_languages": null}, "macro.dbt.make_intermediate_relation": {"name": "make_intermediate_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/relation.sql", "original_file_path": "macros/adapters/relation.sql", "unique_id": "macro.dbt.make_intermediate_relation", "macro_sql": "{% macro make_intermediate_relation(base_relation, suffix='__dbt_tmp') %}\n {{ return(adapter.dispatch('make_intermediate_relation', 'dbt')(base_relation, suffix)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__make_intermediate_relation"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5457866, "supported_languages": null}, "macro.dbt.default__make_intermediate_relation": {"name": "default__make_intermediate_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/relation.sql", "original_file_path": "macros/adapters/relation.sql", "unique_id": "macro.dbt.default__make_intermediate_relation", "macro_sql": "{% macro default__make_intermediate_relation(base_relation, suffix) %}\n {{ return(default__make_temp_relation(base_relation, suffix)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__make_temp_relation"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.546123, "supported_languages": null}, "macro.dbt.make_temp_relation": {"name": "make_temp_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/relation.sql", "original_file_path": "macros/adapters/relation.sql", "unique_id": "macro.dbt.make_temp_relation", "macro_sql": "{% macro make_temp_relation(base_relation, suffix='__dbt_tmp') %}\n {{ return(adapter.dispatch('make_temp_relation', 'dbt')(base_relation, suffix)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__make_temp_relation"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5466835, "supported_languages": null}, "macro.dbt.default__make_temp_relation": {"name": "default__make_temp_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/relation.sql", "original_file_path": "macros/adapters/relation.sql", "unique_id": "macro.dbt.default__make_temp_relation", "macro_sql": "{% macro default__make_temp_relation(base_relation, suffix) %}\n {%- set temp_identifier = base_relation.identifier ~ suffix -%}\n {%- set temp_relation = base_relation.incorporate(\n path={\"identifier\": temp_identifier}) -%}\n\n {{ return(temp_relation) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5472553, "supported_languages": null}, "macro.dbt.make_backup_relation": {"name": "make_backup_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/relation.sql", "original_file_path": "macros/adapters/relation.sql", "unique_id": "macro.dbt.make_backup_relation", "macro_sql": "{% macro make_backup_relation(base_relation, backup_relation_type, suffix='__dbt_backup') %}\n {{ return(adapter.dispatch('make_backup_relation', 'dbt')(base_relation, backup_relation_type, suffix)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__make_backup_relation"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5477443, "supported_languages": null}, "macro.dbt.default__make_backup_relation": {"name": "default__make_backup_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/relation.sql", "original_file_path": "macros/adapters/relation.sql", "unique_id": "macro.dbt.default__make_backup_relation", "macro_sql": "{% macro default__make_backup_relation(base_relation, backup_relation_type, suffix) %}\n {%- set backup_identifier = base_relation.identifier ~ suffix -%}\n {%- set backup_relation = base_relation.incorporate(\n path={\"identifier\": backup_identifier},\n type=backup_relation_type\n ) -%}\n {{ return(backup_relation) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.548376, "supported_languages": null}, "macro.dbt.truncate_relation": {"name": "truncate_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/relation.sql", "original_file_path": "macros/adapters/relation.sql", "unique_id": "macro.dbt.truncate_relation", "macro_sql": "{% macro truncate_relation(relation) -%}\n {{ return(adapter.dispatch('truncate_relation', 'dbt')(relation)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__truncate_relation"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5487359, "supported_languages": null}, "macro.dbt.default__truncate_relation": {"name": "default__truncate_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/relation.sql", "original_file_path": "macros/adapters/relation.sql", "unique_id": "macro.dbt.default__truncate_relation", "macro_sql": "{% macro default__truncate_relation(relation) -%}\n {% call statement('truncate_relation') -%}\n truncate table {{ relation.render() }}\n {%- endcall %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5490892, "supported_languages": null}, "macro.dbt.get_or_create_relation": {"name": "get_or_create_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/relation.sql", "original_file_path": "macros/adapters/relation.sql", "unique_id": "macro.dbt.get_or_create_relation", "macro_sql": "{% macro get_or_create_relation(database, schema, identifier, type) -%}\n {{ return(adapter.dispatch('get_or_create_relation', 'dbt')(database, schema, identifier, type)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_or_create_relation"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5495782, "supported_languages": null}, "macro.dbt.default__get_or_create_relation": {"name": "default__get_or_create_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/relation.sql", "original_file_path": "macros/adapters/relation.sql", "unique_id": "macro.dbt.default__get_or_create_relation", "macro_sql": "{% macro default__get_or_create_relation(database, schema, identifier, type) %}\n {%- set target_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) %}\n\n {% if target_relation %}\n {% do return([true, target_relation]) %}\n {% endif %}\n\n {%- set new_relation = api.Relation.create(\n database=database,\n schema=schema,\n identifier=identifier,\n type=type\n ) -%}\n {% do return([false, new_relation]) %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5506423, "supported_languages": null}, "macro.dbt.load_cached_relation": {"name": "load_cached_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/relation.sql", "original_file_path": "macros/adapters/relation.sql", "unique_id": "macro.dbt.load_cached_relation", "macro_sql": "{% macro load_cached_relation(relation) %}\n {% do return(adapter.get_relation(\n database=relation.database,\n schema=relation.schema,\n identifier=relation.identifier\n )) -%}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5510807, "supported_languages": null}, "macro.dbt.load_relation": {"name": "load_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/relation.sql", "original_file_path": "macros/adapters/relation.sql", "unique_id": "macro.dbt.load_relation", "macro_sql": "{% macro load_relation(relation) %}\n {{ return(load_cached_relation(relation)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.load_cached_relation"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.551356, "supported_languages": null}, "macro.dbt.get_catalog_relations": {"name": "get_catalog_relations", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.get_catalog_relations", "macro_sql": "{% macro get_catalog_relations(information_schema, relations) -%}\n {{ return(adapter.dispatch('get_catalog_relations', 'dbt')(information_schema, relations)) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_catalog_relations"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5558612, "supported_languages": null}, "macro.dbt.default__get_catalog_relations": {"name": "default__get_catalog_relations", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.default__get_catalog_relations", "macro_sql": "{% macro default__get_catalog_relations(information_schema, relations) -%}\n {% set typename = adapter.type() %}\n {% set msg -%}\n get_catalog_relations not implemented for {{ typename }}\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg) }}\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5563865, "supported_languages": null}, "macro.dbt.get_catalog": {"name": "get_catalog", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.get_catalog", "macro_sql": "{% macro get_catalog(information_schema, schemas) -%}\n {{ return(adapter.dispatch('get_catalog', 'dbt')(information_schema, schemas)) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_catalog"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5567813, "supported_languages": null}, "macro.dbt.default__get_catalog": {"name": "default__get_catalog", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.default__get_catalog", "macro_sql": "{% macro default__get_catalog(information_schema, schemas) -%}\n\n {% set typename = adapter.type() %}\n {% set msg -%}\n get_catalog not implemented for {{ typename }}\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5572937, "supported_languages": null}, "macro.dbt.information_schema_name": {"name": "information_schema_name", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.information_schema_name", "macro_sql": "{% macro information_schema_name(database) %}\n {{ return(adapter.dispatch('information_schema_name', 'dbt')(database)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__information_schema_name"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5576787, "supported_languages": null}, "macro.dbt.default__information_schema_name": {"name": "default__information_schema_name", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.default__information_schema_name", "macro_sql": "{% macro default__information_schema_name(database) -%}\n {%- if database -%}\n {{ database }}.INFORMATION_SCHEMA\n {%- else -%}\n INFORMATION_SCHEMA\n {%- endif -%}\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5579967, "supported_languages": null}, "macro.dbt.list_schemas": {"name": "list_schemas", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.list_schemas", "macro_sql": "{% macro list_schemas(database) -%}\n {{ return(adapter.dispatch('list_schemas', 'dbt')(database)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__list_schemas"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5583513, "supported_languages": null}, "macro.dbt.default__list_schemas": {"name": "default__list_schemas", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.default__list_schemas", "macro_sql": "{% macro default__list_schemas(database) -%}\n {% set sql %}\n select distinct schema_name\n from {{ information_schema_name(database) }}.SCHEMATA\n where catalog_name ilike '{{ database }}'\n {% endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.information_schema_name", "macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5588524, "supported_languages": null}, "macro.dbt.check_schema_exists": {"name": "check_schema_exists", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.check_schema_exists", "macro_sql": "{% macro check_schema_exists(information_schema, schema) -%}\n {{ return(adapter.dispatch('check_schema_exists', 'dbt')(information_schema, schema)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__check_schema_exists"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5592551, "supported_languages": null}, "macro.dbt.default__check_schema_exists": {"name": "default__check_schema_exists", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.default__check_schema_exists", "macro_sql": "{% macro default__check_schema_exists(information_schema, schema) -%}\n {% set sql -%}\n select count(*)\n from {{ information_schema.replace(information_schema_view='SCHEMATA') }}\n where catalog_name='{{ information_schema.database }}'\n and schema_name='{{ schema }}'\n {%- endset %}\n {{ return(run_query(sql)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.replace", "macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5598674, "supported_languages": null}, "macro.dbt.list_relations_without_caching": {"name": "list_relations_without_caching", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.list_relations_without_caching", "macro_sql": "{% macro list_relations_without_caching(schema_relation) %}\n {{ return(adapter.dispatch('list_relations_without_caching', 'dbt')(schema_relation)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__list_relations_without_caching"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5602314, "supported_languages": null}, "macro.dbt.default__list_relations_without_caching": {"name": "default__list_relations_without_caching", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.default__list_relations_without_caching", "macro_sql": "{% macro default__list_relations_without_caching(schema_relation) %}\n {{ exceptions.raise_not_implemented(\n 'list_relations_without_caching macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5605776, "supported_languages": null}, "macro.dbt.get_catalog_for_single_relation": {"name": "get_catalog_for_single_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.get_catalog_for_single_relation", "macro_sql": "{% macro get_catalog_for_single_relation(relation) %}\n {{ return(adapter.dispatch('get_catalog_for_single_relation', 'dbt')(relation)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_catalog_for_single_relation"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5609355, "supported_languages": null}, "macro.dbt.default__get_catalog_for_single_relation": {"name": "default__get_catalog_for_single_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.default__get_catalog_for_single_relation", "macro_sql": "{% macro default__get_catalog_for_single_relation(relation) %}\n {{ exceptions.raise_not_implemented(\n 'get_catalog_for_single_relation macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5614161, "supported_languages": null}, "macro.dbt.get_relations": {"name": "get_relations", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.get_relations", "macro_sql": "{% macro get_relations() %}\n {{ return(adapter.dispatch('get_relations', 'dbt')()) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_relations"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5617478, "supported_languages": null}, "macro.dbt.default__get_relations": {"name": "default__get_relations", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.default__get_relations", "macro_sql": "{% macro default__get_relations() %}\n {{ exceptions.raise_not_implemented(\n 'get_relations macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.562048, "supported_languages": null}, "macro.dbt.get_relation_last_modified": {"name": "get_relation_last_modified", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.get_relation_last_modified", "macro_sql": "{% macro get_relation_last_modified(information_schema, relations) %}\n {{ return(adapter.dispatch('get_relation_last_modified', 'dbt')(information_schema, relations)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_relation_last_modified"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5624845, "supported_languages": null}, "macro.dbt.default__get_relation_last_modified": {"name": "default__get_relation_last_modified", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/metadata.sql", "original_file_path": "macros/adapters/metadata.sql", "unique_id": "macro.dbt.default__get_relation_last_modified", "macro_sql": "{% macro default__get_relation_last_modified(information_schema, relations) %}\n {{ exceptions.raise_not_implemented(\n 'get_relation_last_modified macro not implemented for adapter ' + adapter.type()) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.56283, "supported_languages": null}, "macro.dbt.get_show_sql": {"name": "get_show_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/show.sql", "original_file_path": "macros/adapters/show.sql", "unique_id": "macro.dbt.get_show_sql", "macro_sql": "{% macro get_show_sql(compiled_code, sql_header, limit) -%}\n {%- if sql_header is not none -%}\n {{ sql_header }}\n {%- endif %}\n {{ get_limit_subquery_sql(compiled_code, limit) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_limit_subquery_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5635927, "supported_languages": null}, "macro.dbt.get_limit_subquery_sql": {"name": "get_limit_subquery_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/show.sql", "original_file_path": "macros/adapters/show.sql", "unique_id": "macro.dbt.get_limit_subquery_sql", "macro_sql": "\n{%- macro get_limit_subquery_sql(sql, limit) -%}\n {{ adapter.dispatch('get_limit_sql', 'dbt')(sql, limit) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt.default__get_limit_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5639598, "supported_languages": null}, "macro.dbt.default__get_limit_sql": {"name": "default__get_limit_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/show.sql", "original_file_path": "macros/adapters/show.sql", "unique_id": "macro.dbt.default__get_limit_sql", "macro_sql": "{% macro default__get_limit_sql(sql, limit) %}\n {{ compiled_code }}\n {% if limit is not none %}\n limit {{ limit }}\n {%- endif -%}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5643365, "supported_languages": null}, "macro.dbt.create_schema": {"name": "create_schema", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/schema.sql", "original_file_path": "macros/adapters/schema.sql", "unique_id": "macro.dbt.create_schema", "macro_sql": "{% macro create_schema(relation) -%}\n {{ adapter.dispatch('create_schema', 'dbt')(relation) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__create_schema"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.565011, "supported_languages": null}, "macro.dbt.default__create_schema": {"name": "default__create_schema", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/schema.sql", "original_file_path": "macros/adapters/schema.sql", "unique_id": "macro.dbt.default__create_schema", "macro_sql": "{% macro default__create_schema(relation) -%}\n {%- call statement('create_schema') -%}\n create schema if not exists {{ relation.without_identifier() }}\n {% endcall %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5653944, "supported_languages": null}, "macro.dbt.drop_schema": {"name": "drop_schema", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/schema.sql", "original_file_path": "macros/adapters/schema.sql", "unique_id": "macro.dbt.drop_schema", "macro_sql": "{% macro drop_schema(relation) -%}\n {{ adapter.dispatch('drop_schema', 'dbt')(relation) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__drop_schema"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5657222, "supported_languages": null}, "macro.dbt.default__drop_schema": {"name": "default__drop_schema", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/schema.sql", "original_file_path": "macros/adapters/schema.sql", "unique_id": "macro.dbt.default__drop_schema", "macro_sql": "{% macro default__drop_schema(relation) -%}\n {%- call statement('drop_schema') -%}\n drop schema if exists {{ relation.without_identifier() }} cascade\n {% endcall %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5660844, "supported_languages": null}, "macro.dbt.collect_freshness": {"name": "collect_freshness", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/freshness.sql", "original_file_path": "macros/adapters/freshness.sql", "unique_id": "macro.dbt.collect_freshness", "macro_sql": "{% macro collect_freshness(source, loaded_at_field, filter) %}\n {{ return(adapter.dispatch('collect_freshness', 'dbt')(source, loaded_at_field, filter))}}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__collect_freshness"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5668325, "supported_languages": null}, "macro.dbt.default__collect_freshness": {"name": "default__collect_freshness", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/freshness.sql", "original_file_path": "macros/adapters/freshness.sql", "unique_id": "macro.dbt.default__collect_freshness", "macro_sql": "{% macro default__collect_freshness(source, loaded_at_field, filter) %}\n {% call statement('collect_freshness', fetch_result=True, auto_begin=False) -%}\n select\n max({{ loaded_at_field }}) as max_loaded_at,\n {{ current_timestamp() }} as snapshotted_at\n from {{ source }}\n {% if filter %}\n where {{ filter }}\n {% endif %}\n {% endcall %}\n {{ return(load_result('collect_freshness')) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement", "macro.dbt.current_timestamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5676503, "supported_languages": null}, "macro.dbt.current_timestamp": {"name": "current_timestamp", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/timestamps.sql", "original_file_path": "macros/adapters/timestamps.sql", "unique_id": "macro.dbt.current_timestamp", "macro_sql": "{%- macro current_timestamp() -%}\n {{ adapter.dispatch('current_timestamp', 'dbt')() }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__current_timestamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5687199, "supported_languages": null}, "macro.dbt.default__current_timestamp": {"name": "default__current_timestamp", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/timestamps.sql", "original_file_path": "macros/adapters/timestamps.sql", "unique_id": "macro.dbt.default__current_timestamp", "macro_sql": "{% macro default__current_timestamp() -%}\n {{ exceptions.raise_not_implemented(\n 'current_timestamp macro not implemented for adapter ' + adapter.type()) }}\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5690172, "supported_languages": null}, "macro.dbt.snapshot_get_time": {"name": "snapshot_get_time", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/timestamps.sql", "original_file_path": "macros/adapters/timestamps.sql", "unique_id": "macro.dbt.snapshot_get_time", "macro_sql": "\n\n{%- macro snapshot_get_time() -%}\n {{ adapter.dispatch('snapshot_get_time', 'dbt')() }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__snapshot_get_time"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5693104, "supported_languages": null}, "macro.dbt.default__snapshot_get_time": {"name": "default__snapshot_get_time", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/timestamps.sql", "original_file_path": "macros/adapters/timestamps.sql", "unique_id": "macro.dbt.default__snapshot_get_time", "macro_sql": "{% macro default__snapshot_get_time() %}\n {{ current_timestamp() }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.current_timestamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5695488, "supported_languages": null}, "macro.dbt.get_snapshot_get_time_data_type": {"name": "get_snapshot_get_time_data_type", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/timestamps.sql", "original_file_path": "macros/adapters/timestamps.sql", "unique_id": "macro.dbt.get_snapshot_get_time_data_type", "macro_sql": "{% macro get_snapshot_get_time_data_type() %}\n {% set snapshot_time = adapter.dispatch('snapshot_get_time', 'dbt')() %}\n {% set time_data_type_sql = 'select ' ~ snapshot_time ~ ' as dbt_snapshot_time' %}\n {% set snapshot_time_column_schema = get_column_schema_from_query(time_data_type_sql) %}\n {% set time_data_type = snapshot_time_column_schema[0].dtype %}\n {{ return(time_data_type or none) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.snapshot_get_time", "macro.dbt_snowflake.snowflake__snapshot_get_time", "macro.dbt.get_column_schema_from_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5703824, "supported_languages": null}, "macro.dbt.current_timestamp_backcompat": {"name": "current_timestamp_backcompat", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/timestamps.sql", "original_file_path": "macros/adapters/timestamps.sql", "unique_id": "macro.dbt.current_timestamp_backcompat", "macro_sql": "{% macro current_timestamp_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_backcompat', 'dbt')()) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__current_timestamp_backcompat"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5707266, "supported_languages": null}, "macro.dbt.default__current_timestamp_backcompat": {"name": "default__current_timestamp_backcompat", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/timestamps.sql", "original_file_path": "macros/adapters/timestamps.sql", "unique_id": "macro.dbt.default__current_timestamp_backcompat", "macro_sql": "{% macro default__current_timestamp_backcompat() %}\n current_timestamp::timestamp\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.570886, "supported_languages": null}, "macro.dbt.current_timestamp_in_utc_backcompat": {"name": "current_timestamp_in_utc_backcompat", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/timestamps.sql", "original_file_path": "macros/adapters/timestamps.sql", "unique_id": "macro.dbt.current_timestamp_in_utc_backcompat", "macro_sql": "{% macro current_timestamp_in_utc_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_in_utc_backcompat', 'dbt')()) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__current_timestamp_in_utc_backcompat"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.571203, "supported_languages": null}, "macro.dbt.default__current_timestamp_in_utc_backcompat": {"name": "default__current_timestamp_in_utc_backcompat", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/timestamps.sql", "original_file_path": "macros/adapters/timestamps.sql", "unique_id": "macro.dbt.default__current_timestamp_in_utc_backcompat", "macro_sql": "{% macro default__current_timestamp_in_utc_backcompat() %}\n {{ return(adapter.dispatch('current_timestamp_backcompat', 'dbt')()) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.current_timestamp_backcompat", "macro.dbt_snowflake.snowflake__current_timestamp_backcompat"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5715573, "supported_languages": null}, "macro.dbt.get_create_index_sql": {"name": "get_create_index_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/indexes.sql", "original_file_path": "macros/adapters/indexes.sql", "unique_id": "macro.dbt.get_create_index_sql", "macro_sql": "{% macro get_create_index_sql(relation, index_dict) -%}\n {{ return(adapter.dispatch('get_create_index_sql', 'dbt')(relation, index_dict)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_create_index_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5728552, "supported_languages": null}, "macro.dbt.default__get_create_index_sql": {"name": "default__get_create_index_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/indexes.sql", "original_file_path": "macros/adapters/indexes.sql", "unique_id": "macro.dbt.default__get_create_index_sql", "macro_sql": "{% macro default__get_create_index_sql(relation, index_dict) -%}\n {% do return(None) %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.573263, "supported_languages": null}, "macro.dbt.create_indexes": {"name": "create_indexes", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/indexes.sql", "original_file_path": "macros/adapters/indexes.sql", "unique_id": "macro.dbt.create_indexes", "macro_sql": "{% macro create_indexes(relation) -%}\n {{ adapter.dispatch('create_indexes', 'dbt')(relation) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__create_indexes"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5735977, "supported_languages": null}, "macro.dbt.default__create_indexes": {"name": "default__create_indexes", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/indexes.sql", "original_file_path": "macros/adapters/indexes.sql", "unique_id": "macro.dbt.default__create_indexes", "macro_sql": "{% macro default__create_indexes(relation) -%}\n {%- set _indexes = config.get('indexes', default=[]) -%}\n\n {% for _index_dict in _indexes %}\n {% set create_index_sql = get_create_index_sql(relation, _index_dict) %}\n {% if create_index_sql %}\n {% do run_query(create_index_sql) %}\n {% endif %}\n {% endfor %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_create_index_sql", "macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5744014, "supported_languages": null}, "macro.dbt.get_drop_index_sql": {"name": "get_drop_index_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/indexes.sql", "original_file_path": "macros/adapters/indexes.sql", "unique_id": "macro.dbt.get_drop_index_sql", "macro_sql": "{% macro get_drop_index_sql(relation, index_name) -%}\n {{ adapter.dispatch('get_drop_index_sql', 'dbt')(relation, index_name) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_drop_index_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5747712, "supported_languages": null}, "macro.dbt.default__get_drop_index_sql": {"name": "default__get_drop_index_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/indexes.sql", "original_file_path": "macros/adapters/indexes.sql", "unique_id": "macro.dbt.default__get_drop_index_sql", "macro_sql": "{% macro default__get_drop_index_sql(relation, index_name) -%}\n {{ exceptions.raise_compiler_error(\"`get_drop_index_sql has not been implemented for this adapter.\") }}\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5750425, "supported_languages": null}, "macro.dbt.get_show_indexes_sql": {"name": "get_show_indexes_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/indexes.sql", "original_file_path": "macros/adapters/indexes.sql", "unique_id": "macro.dbt.get_show_indexes_sql", "macro_sql": "{% macro get_show_indexes_sql(relation) -%}\n {{ adapter.dispatch('get_show_indexes_sql', 'dbt')(relation) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_show_indexes_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5753512, "supported_languages": null}, "macro.dbt.default__get_show_indexes_sql": {"name": "default__get_show_indexes_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/indexes.sql", "original_file_path": "macros/adapters/indexes.sql", "unique_id": "macro.dbt.default__get_show_indexes_sql", "macro_sql": "{% macro default__get_show_indexes_sql(relation) -%}\n {{ exceptions.raise_compiler_error(\"`get_show_indexes_sql has not been implemented for this adapter.\") }}\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5756216, "supported_languages": null}, "macro.dbt.copy_grants": {"name": "copy_grants", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.copy_grants", "macro_sql": "{% macro copy_grants() %}\n {{ return(adapter.dispatch('copy_grants', 'dbt')()) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__copy_grants"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.578296, "supported_languages": null}, "macro.dbt.default__copy_grants": {"name": "default__copy_grants", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.default__copy_grants", "macro_sql": "{% macro default__copy_grants() %}\n {{ return(True) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5785952, "supported_languages": null}, "macro.dbt.support_multiple_grantees_per_dcl_statement": {"name": "support_multiple_grantees_per_dcl_statement", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.support_multiple_grantees_per_dcl_statement", "macro_sql": "{% macro support_multiple_grantees_per_dcl_statement() %}\n {{ return(adapter.dispatch('support_multiple_grantees_per_dcl_statement', 'dbt')()) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__support_multiple_grantees_per_dcl_statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5789561, "supported_languages": null}, "macro.dbt.default__support_multiple_grantees_per_dcl_statement": {"name": "default__support_multiple_grantees_per_dcl_statement", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.default__support_multiple_grantees_per_dcl_statement", "macro_sql": "\n\n{%- macro default__support_multiple_grantees_per_dcl_statement() -%}\n {{ return(True) }}\n{%- endmacro -%}\n\n\n", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5792024, "supported_languages": null}, "macro.dbt.should_revoke": {"name": "should_revoke", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.should_revoke", "macro_sql": "{% macro should_revoke(existing_relation, full_refresh_mode=True) %}\n\n {% if not existing_relation %}\n {#-- The table doesn't already exist, so no grants to copy over --#}\n {{ return(False) }}\n {% elif full_refresh_mode %}\n {#-- The object is being REPLACED -- whether grants are copied over depends on the value of user config --#}\n {{ return(copy_grants()) }}\n {% else %}\n {#-- The table is being merged/upserted/inserted -- grants will be carried over --#}\n {{ return(True) }}\n {% endif %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.copy_grants"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5799005, "supported_languages": null}, "macro.dbt.get_show_grant_sql": {"name": "get_show_grant_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.get_show_grant_sql", "macro_sql": "{% macro get_show_grant_sql(relation) %}\n {{ return(adapter.dispatch(\"get_show_grant_sql\", \"dbt\")(relation)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_show_grant_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5802767, "supported_languages": null}, "macro.dbt.default__get_show_grant_sql": {"name": "default__get_show_grant_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.default__get_show_grant_sql", "macro_sql": "{% macro default__get_show_grant_sql(relation) %}\n show grants on {{ relation.render() }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5805693, "supported_languages": null}, "macro.dbt.get_grant_sql": {"name": "get_grant_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.get_grant_sql", "macro_sql": "{% macro get_grant_sql(relation, privilege, grantees) %}\n {{ return(adapter.dispatch('get_grant_sql', 'dbt')(relation, privilege, grantees)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_grant_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.581014, "supported_languages": null}, "macro.dbt.default__get_grant_sql": {"name": "default__get_grant_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.default__get_grant_sql", "macro_sql": "\n\n{%- macro default__get_grant_sql(relation, privilege, grantees) -%}\n grant {{ privilege }} on {{ relation.render() }} to {{ grantees | join(', ') }}\n{%- endmacro -%}\n\n\n", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.581472, "supported_languages": null}, "macro.dbt.get_revoke_sql": {"name": "get_revoke_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.get_revoke_sql", "macro_sql": "{% macro get_revoke_sql(relation, privilege, grantees) %}\n {{ return(adapter.dispatch('get_revoke_sql', 'dbt')(relation, privilege, grantees)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_revoke_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5819316, "supported_languages": null}, "macro.dbt.default__get_revoke_sql": {"name": "default__get_revoke_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.default__get_revoke_sql", "macro_sql": "\n\n{%- macro default__get_revoke_sql(relation, privilege, grantees) -%}\n revoke {{ privilege }} on {{ relation.render() }} from {{ grantees | join(', ') }}\n{%- endmacro -%}\n\n\n", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.582388, "supported_languages": null}, "macro.dbt.get_dcl_statement_list": {"name": "get_dcl_statement_list", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.get_dcl_statement_list", "macro_sql": "{% macro get_dcl_statement_list(relation, grant_config, get_dcl_macro) %}\n {{ return(adapter.dispatch('get_dcl_statement_list', 'dbt')(relation, grant_config, get_dcl_macro)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_dcl_statement_list"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5828366, "supported_languages": null}, "macro.dbt.default__get_dcl_statement_list": {"name": "default__get_dcl_statement_list", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.default__get_dcl_statement_list", "macro_sql": "\n\n{%- macro default__get_dcl_statement_list(relation, grant_config, get_dcl_macro) -%}\n {#\n -- Unpack grant_config into specific privileges and the set of users who need them granted/revoked.\n -- Depending on whether this database supports multiple grantees per statement, pass in the list of\n -- all grantees per privilege, or (if not) template one statement per privilege-grantee pair.\n -- `get_dcl_macro` will be either `get_grant_sql` or `get_revoke_sql`\n #}\n {%- set dcl_statements = [] -%}\n {%- for privilege, grantees in grant_config.items() %}\n {%- if support_multiple_grantees_per_dcl_statement() and grantees -%}\n {%- set dcl = get_dcl_macro(relation, privilege, grantees) -%}\n {%- do dcl_statements.append(dcl) -%}\n {%- else -%}\n {%- for grantee in grantees -%}\n {% set dcl = get_dcl_macro(relation, privilege, [grantee]) %}\n {%- do dcl_statements.append(dcl) -%}\n {% endfor -%}\n {%- endif -%}\n {%- endfor -%}\n {{ return(dcl_statements) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.support_multiple_grantees_per_dcl_statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5843794, "supported_languages": null}, "macro.dbt.call_dcl_statements": {"name": "call_dcl_statements", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.call_dcl_statements", "macro_sql": "{% macro call_dcl_statements(dcl_statement_list) %}\n {{ return(adapter.dispatch(\"call_dcl_statements\", \"dbt\")(dcl_statement_list)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__call_dcl_statements"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5847611, "supported_languages": null}, "macro.dbt.default__call_dcl_statements": {"name": "default__call_dcl_statements", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.default__call_dcl_statements", "macro_sql": "{% macro default__call_dcl_statements(dcl_statement_list) %}\n {#\n -- By default, supply all grant + revoke statements in a single semicolon-separated block,\n -- so that they're all processed together.\n\n -- Some databases do not support this. Those adapters will need to override this macro\n -- to run each statement individually.\n #}\n {% call statement('grants') %}\n {% for dcl_statement in dcl_statement_list %}\n {{ dcl_statement }};\n {% endfor %}\n {% endcall %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5852563, "supported_languages": null}, "macro.dbt.apply_grants": {"name": "apply_grants", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.apply_grants", "macro_sql": "{% macro apply_grants(relation, grant_config, should_revoke) %}\n {{ return(adapter.dispatch(\"apply_grants\", \"dbt\")(relation, grant_config, should_revoke)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.snowplow_utils.default__apply_grants"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.58583, "supported_languages": null}, "macro.dbt.default__apply_grants": {"name": "default__apply_grants", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/apply_grants.sql", "original_file_path": "macros/adapters/apply_grants.sql", "unique_id": "macro.dbt.default__apply_grants", "macro_sql": "{% macro default__apply_grants(relation, grant_config, should_revoke=True) %}\n {#-- If grant_config is {} or None, this is a no-op --#}\n {% if grant_config %}\n {% if should_revoke %}\n {#-- We think previous grants may have carried over --#}\n {#-- Show current grants and calculate diffs --#}\n {% set current_grants_table = run_query(get_show_grant_sql(relation)) %}\n {% set current_grants_dict = adapter.standardize_grants_dict(current_grants_table) %}\n {% set needs_granting = diff_of_two_dicts(grant_config, current_grants_dict) %}\n {% set needs_revoking = diff_of_two_dicts(current_grants_dict, grant_config) %}\n {% if not (needs_granting or needs_revoking) %}\n {{ log('On ' ~ relation.render() ~': All grants are in place, no revocation or granting needed.')}}\n {% endif %}\n {% else %}\n {#-- We don't think there's any chance of previous grants having carried over. --#}\n {#-- Jump straight to granting what the user has configured. --#}\n {% set needs_revoking = {} %}\n {% set needs_granting = grant_config %}\n {% endif %}\n {% if needs_granting or needs_revoking %}\n {% set revoke_statement_list = get_dcl_statement_list(relation, needs_revoking, get_revoke_sql) %}\n {% set grant_statement_list = get_dcl_statement_list(relation, needs_granting, get_grant_sql) %}\n {% set dcl_statement_list = revoke_statement_list + grant_statement_list %}\n {% if dcl_statement_list %}\n {{ call_dcl_statements(dcl_statement_list) }}\n {% endif %}\n {% endif %}\n {% endif %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_query", "macro.dbt.get_show_grant_sql", "macro.dbt.get_dcl_statement_list", "macro.dbt.call_dcl_statements"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5881743, "supported_languages": null}, "macro.dbt.get_columns_in_relation": {"name": "get_columns_in_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/columns.sql", "original_file_path": "macros/adapters/columns.sql", "unique_id": "macro.dbt.get_columns_in_relation", "macro_sql": "{% macro get_columns_in_relation(relation) -%}\n {{ return(adapter.dispatch('get_columns_in_relation', 'dbt')(relation)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__get_columns_in_relation"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5915163, "supported_languages": null}, "macro.dbt.default__get_columns_in_relation": {"name": "default__get_columns_in_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/columns.sql", "original_file_path": "macros/adapters/columns.sql", "unique_id": "macro.dbt.default__get_columns_in_relation", "macro_sql": "{% macro default__get_columns_in_relation(relation) -%}\n {{ exceptions.raise_not_implemented(\n 'get_columns_in_relation macro not implemented for adapter '+adapter.type()) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.591886, "supported_languages": null}, "macro.dbt.sql_convert_columns_in_relation": {"name": "sql_convert_columns_in_relation", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/columns.sql", "original_file_path": "macros/adapters/columns.sql", "unique_id": "macro.dbt.sql_convert_columns_in_relation", "macro_sql": "{% macro sql_convert_columns_in_relation(table) -%}\n {% set columns = [] %}\n {% for row in table %}\n {% do columns.append(api.Column(*row)) %}\n {% endfor %}\n {{ return(columns) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5925462, "supported_languages": null}, "macro.dbt.get_empty_subquery_sql": {"name": "get_empty_subquery_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/columns.sql", "original_file_path": "macros/adapters/columns.sql", "unique_id": "macro.dbt.get_empty_subquery_sql", "macro_sql": "{% macro get_empty_subquery_sql(select_sql, select_sql_header=none) -%}\n {{ return(adapter.dispatch('get_empty_subquery_sql', 'dbt')(select_sql, select_sql_header)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_empty_subquery_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.592994, "supported_languages": null}, "macro.dbt.default__get_empty_subquery_sql": {"name": "default__get_empty_subquery_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/columns.sql", "original_file_path": "macros/adapters/columns.sql", "unique_id": "macro.dbt.default__get_empty_subquery_sql", "macro_sql": "{% macro default__get_empty_subquery_sql(select_sql, select_sql_header=none) %}\n {%- if select_sql_header is not none -%}\n {{ select_sql_header }}\n {%- endif -%}\n select * from (\n {{ select_sql }}\n ) as __dbt_sbq\n where false\n limit 0\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5934482, "supported_languages": null}, "macro.dbt.get_empty_schema_sql": {"name": "get_empty_schema_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/columns.sql", "original_file_path": "macros/adapters/columns.sql", "unique_id": "macro.dbt.get_empty_schema_sql", "macro_sql": "{% macro get_empty_schema_sql(columns) -%}\n {{ return(adapter.dispatch('get_empty_schema_sql', 'dbt')(columns)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_empty_schema_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5938208, "supported_languages": null}, "macro.dbt.default__get_empty_schema_sql": {"name": "default__get_empty_schema_sql", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/columns.sql", "original_file_path": "macros/adapters/columns.sql", "unique_id": "macro.dbt.default__get_empty_schema_sql", "macro_sql": "{% macro default__get_empty_schema_sql(columns) %}\n {%- set col_err = [] -%}\n {%- set col_naked_numeric = [] -%}\n select\n {% for i in columns %}\n {%- set col = columns[i] -%}\n {%- if col['data_type'] is not defined -%}\n {%- do col_err.append(col['name']) -%}\n {#-- If this column's type is just 'numeric' then it is missing precision/scale, raise a warning --#}\n {%- elif col['data_type'].strip().lower() in ('numeric', 'decimal', 'number') -%}\n {%- do col_naked_numeric.append(col['name']) -%}\n {%- endif -%}\n {% set col_name = adapter.quote(col['name']) if col.get('quote') else col['name'] %}\n {{ cast('null', col['data_type']) }} as {{ col_name }}{{ \", \" if not loop.last }}\n {%- endfor -%}\n {%- if (col_err | length) > 0 -%}\n {{ exceptions.column_type_missing(column_names=col_err) }}\n {%- elif (col_naked_numeric | length) > 0 -%}\n {{ exceptions.warn(\"Detected columns with numeric type and unspecified precision/scale, this can lead to unintended rounding: \" ~ col_naked_numeric ~ \"`\") }}\n {%- endif -%}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.cast"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5962262, "supported_languages": null}, "macro.dbt.get_column_schema_from_query": {"name": "get_column_schema_from_query", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/columns.sql", "original_file_path": "macros/adapters/columns.sql", "unique_id": "macro.dbt.get_column_schema_from_query", "macro_sql": "{% macro get_column_schema_from_query(select_sql, select_sql_header=none) -%}\n {% set columns = [] %}\n {# -- Using an 'empty subquery' here to get the same schema as the given select_sql statement, without necessitating a data scan.#}\n {% set sql = get_empty_subquery_sql(select_sql, select_sql_header) %}\n {% set column_schema = adapter.get_column_schema_from_query(sql) %}\n {{ return(column_schema) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.get_empty_subquery_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5969357, "supported_languages": null}, "macro.dbt.get_columns_in_query": {"name": "get_columns_in_query", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/columns.sql", "original_file_path": "macros/adapters/columns.sql", "unique_id": "macro.dbt.get_columns_in_query", "macro_sql": "{% macro get_columns_in_query(select_sql) -%}\n {{ return(adapter.dispatch('get_columns_in_query', 'dbt')(select_sql)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__get_columns_in_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5973022, "supported_languages": null}, "macro.dbt.default__get_columns_in_query": {"name": "default__get_columns_in_query", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/columns.sql", "original_file_path": "macros/adapters/columns.sql", "unique_id": "macro.dbt.default__get_columns_in_query", "macro_sql": "{% macro default__get_columns_in_query(select_sql) %}\n {% call statement('get_columns_in_query', fetch_result=True, auto_begin=False) -%}\n {{ get_empty_subquery_sql(select_sql) }}\n {% endcall %}\n {{ return(load_result('get_columns_in_query').table.columns | map(attribute='name') | list) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement", "macro.dbt.get_empty_subquery_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5979862, "supported_languages": null}, "macro.dbt.alter_column_type": {"name": "alter_column_type", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/columns.sql", "original_file_path": "macros/adapters/columns.sql", "unique_id": "macro.dbt.alter_column_type", "macro_sql": "{% macro alter_column_type(relation, column_name, new_column_type) -%}\n {{ return(adapter.dispatch('alter_column_type', 'dbt')(relation, column_name, new_column_type)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__alter_column_type"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.5984364, "supported_languages": null}, "macro.dbt.default__alter_column_type": {"name": "default__alter_column_type", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/columns.sql", "original_file_path": "macros/adapters/columns.sql", "unique_id": "macro.dbt.default__alter_column_type", "macro_sql": "{% macro default__alter_column_type(relation, column_name, new_column_type) -%}\n {#\n 1. Create a new column (w/ temp name and correct type)\n 2. Copy data over to it\n 3. Drop the existing column (cascade!)\n 4. Rename the new column to existing column\n #}\n {%- set tmp_column = column_name + \"__dbt_alter\" -%}\n\n {% call statement('alter_column_type') %}\n alter table {{ relation.render() }} add column {{ adapter.quote(tmp_column) }} {{ new_column_type }};\n update {{ relation.render() }} set {{ adapter.quote(tmp_column) }} = {{ adapter.quote(column_name) }};\n alter table {{ relation.render() }} drop column {{ adapter.quote(column_name) }} cascade;\n alter table {{ relation.render() }} rename column {{ adapter.quote(tmp_column) }} to {{ adapter.quote(column_name) }}\n {% endcall %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.599734, "supported_languages": null}, "macro.dbt.alter_relation_add_remove_columns": {"name": "alter_relation_add_remove_columns", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/columns.sql", "original_file_path": "macros/adapters/columns.sql", "unique_id": "macro.dbt.alter_relation_add_remove_columns", "macro_sql": "{% macro alter_relation_add_remove_columns(relation, add_columns = none, remove_columns = none) -%}\n {{ return(adapter.dispatch('alter_relation_add_remove_columns', 'dbt')(relation, add_columns, remove_columns)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_snowflake.snowflake__alter_relation_add_remove_columns"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6002192, "supported_languages": null}, "macro.dbt.default__alter_relation_add_remove_columns": {"name": "default__alter_relation_add_remove_columns", "resource_type": "macro", "package_name": "dbt", "path": "macros/adapters/columns.sql", "original_file_path": "macros/adapters/columns.sql", "unique_id": "macro.dbt.default__alter_relation_add_remove_columns", "macro_sql": "{% macro default__alter_relation_add_remove_columns(relation, add_columns, remove_columns) %}\n\n {% if add_columns is none %}\n {% set add_columns = [] %}\n {% endif %}\n {% if remove_columns is none %}\n {% set remove_columns = [] %}\n {% endif %}\n\n {% set sql -%}\n\n alter {{ relation.type }} {{ relation.render() }}\n\n {% for column in add_columns %}\n add column {{ column.name }} {{ column.data_type }}{{ ',' if not loop.last }}\n {% endfor %}{{ ',' if add_columns and remove_columns }}\n\n {% for column in remove_columns %}\n drop column {{ column.name }}{{ ',' if not loop.last }}\n {% endfor %}\n\n {%- endset -%}\n\n {% do run_query(sql) %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.602253, "supported_languages": null}, "macro.dbt.generate_database_name": {"name": "generate_database_name", "resource_type": "macro", "package_name": "dbt", "path": "macros/get_custom_name/get_custom_database.sql", "original_file_path": "macros/get_custom_name/get_custom_database.sql", "unique_id": "macro.dbt.generate_database_name", "macro_sql": "{% macro generate_database_name(custom_database_name=none, node=none) -%}\n {% do return(adapter.dispatch('generate_database_name', 'dbt')(custom_database_name, node)) %}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__generate_database_name"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6029902, "supported_languages": null}, "macro.dbt.default__generate_database_name": {"name": "default__generate_database_name", "resource_type": "macro", "package_name": "dbt", "path": "macros/get_custom_name/get_custom_database.sql", "original_file_path": "macros/get_custom_name/get_custom_database.sql", "unique_id": "macro.dbt.default__generate_database_name", "macro_sql": "{% macro default__generate_database_name(custom_database_name=none, node=none) -%}\n {%- set default_database = target.database -%}\n {%- if custom_database_name is none -%}\n\n {{ default_database }}\n\n {%- else -%}\n\n {{ custom_database_name }}\n\n {%- endif -%}\n\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6035113, "supported_languages": null}, "macro.dbt.generate_schema_name": {"name": "generate_schema_name", "resource_type": "macro", "package_name": "dbt", "path": "macros/get_custom_name/get_custom_schema.sql", "original_file_path": "macros/get_custom_name/get_custom_schema.sql", "unique_id": "macro.dbt.generate_schema_name", "macro_sql": "{% macro generate_schema_name(custom_schema_name=none, node=none) -%}\n {{ return(adapter.dispatch('generate_schema_name', 'dbt')(custom_schema_name, node)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.default__generate_schema_name"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6043956, "supported_languages": null}, "macro.dbt.default__generate_schema_name": {"name": "default__generate_schema_name", "resource_type": "macro", "package_name": "dbt", "path": "macros/get_custom_name/get_custom_schema.sql", "original_file_path": "macros/get_custom_name/get_custom_schema.sql", "unique_id": "macro.dbt.default__generate_schema_name", "macro_sql": "{% macro default__generate_schema_name(custom_schema_name, node) -%}\n\n {%- set default_schema = target.schema -%}\n {%- if custom_schema_name is none -%}\n\n {{ default_schema }}\n\n {%- else -%}\n\n {{ default_schema }}_{{ custom_schema_name | trim }}\n\n {%- endif -%}\n\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6049113, "supported_languages": null}, "macro.dbt.generate_schema_name_for_env": {"name": "generate_schema_name_for_env", "resource_type": "macro", "package_name": "dbt", "path": "macros/get_custom_name/get_custom_schema.sql", "original_file_path": "macros/get_custom_name/get_custom_schema.sql", "unique_id": "macro.dbt.generate_schema_name_for_env", "macro_sql": "{% macro generate_schema_name_for_env(custom_schema_name, node) -%}\n\n {%- set default_schema = target.schema -%}\n {%- if target.name == 'prod' and custom_schema_name is not none -%}\n\n {{ custom_schema_name | trim }}\n\n {%- else -%}\n\n {{ default_schema }}\n\n {%- endif -%}\n\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6054893, "supported_languages": null}, "macro.dbt.generate_alias_name": {"name": "generate_alias_name", "resource_type": "macro", "package_name": "dbt", "path": "macros/get_custom_name/get_custom_alias.sql", "original_file_path": "macros/get_custom_name/get_custom_alias.sql", "unique_id": "macro.dbt.generate_alias_name", "macro_sql": "{% macro generate_alias_name(custom_alias_name=none, node=none) -%}\n {% do return(adapter.dispatch('generate_alias_name', 'dbt')(custom_alias_name, node)) %}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.default__generate_alias_name"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6062078, "supported_languages": null}, "macro.dbt.default__generate_alias_name": {"name": "default__generate_alias_name", "resource_type": "macro", "package_name": "dbt", "path": "macros/get_custom_name/get_custom_alias.sql", "original_file_path": "macros/get_custom_name/get_custom_alias.sql", "unique_id": "macro.dbt.default__generate_alias_name", "macro_sql": "{% macro default__generate_alias_name(custom_alias_name=none, node=none) -%}\n\n {%- if custom_alias_name -%}\n\n {{ custom_alias_name | trim }}\n\n {%- elif node.version -%}\n\n {{ return(node.name ~ \"_v\" ~ (node.version | replace(\".\", \"_\"))) }}\n\n {%- else -%}\n\n {{ node.name }}\n\n {%- endif -%}\n\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6069567, "supported_languages": null}, "macro.dbt.default__test_accepted_values": {"name": "default__test_accepted_values", "resource_type": "macro", "package_name": "dbt", "path": "macros/generic_test_sql/accepted_values.sql", "original_file_path": "macros/generic_test_sql/accepted_values.sql", "unique_id": "macro.dbt.default__test_accepted_values", "macro_sql": "{% macro default__test_accepted_values(model, column_name, values, quote=True) %}\n\nwith all_values as (\n\n select\n {{ column_name }} as value_field,\n count(*) as n_records\n\n from {{ model }}\n group by {{ column_name }}\n\n)\n\nselect *\nfrom all_values\nwhere value_field not in (\n {% for value in values -%}\n {% if quote -%}\n '{{ value }}'\n {%- else -%}\n {{ value }}\n {%- endif -%}\n {%- if not loop.last -%},{%- endif %}\n {%- endfor %}\n)\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6080027, "supported_languages": null}, "macro.dbt.default__test_not_null": {"name": "default__test_not_null", "resource_type": "macro", "package_name": "dbt", "path": "macros/generic_test_sql/not_null.sql", "original_file_path": "macros/generic_test_sql/not_null.sql", "unique_id": "macro.dbt.default__test_not_null", "macro_sql": "{% macro default__test_not_null(model, column_name) %}\n\n{% set column_list = '*' if should_store_failures() else column_name %}\n\nselect {{ column_list }}\nfrom {{ model }}\nwhere {{ column_name }} is null\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.should_store_failures"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6085746, "supported_languages": null}, "macro.dbt.default__test_relationships": {"name": "default__test_relationships", "resource_type": "macro", "package_name": "dbt", "path": "macros/generic_test_sql/relationships.sql", "original_file_path": "macros/generic_test_sql/relationships.sql", "unique_id": "macro.dbt.default__test_relationships", "macro_sql": "{% macro default__test_relationships(model, column_name, to, field) %}\n\nwith child as (\n select {{ column_name }} as from_field\n from {{ model }}\n where {{ column_name }} is not null\n),\n\nparent as (\n select {{ field }} as to_field\n from {{ to }}\n)\n\nselect\n from_field\n\nfrom child\nleft join parent\n on child.from_field = parent.to_field\n\nwhere parent.to_field is null\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6091628, "supported_languages": null}, "macro.dbt.default__test_unique": {"name": "default__test_unique", "resource_type": "macro", "package_name": "dbt", "path": "macros/generic_test_sql/unique.sql", "original_file_path": "macros/generic_test_sql/unique.sql", "unique_id": "macro.dbt.default__test_unique", "macro_sql": "{% macro default__test_unique(model, column_name) %}\n\nselect\n {{ column_name }} as unique_field,\n count(*) as n_records\n\nfrom {{ model }}\nwhere {{ column_name }} is not null\ngroup by {{ column_name }}\nhaving count(*) > 1\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6096249, "supported_languages": null}, "macro.dbt.convert_datetime": {"name": "convert_datetime", "resource_type": "macro", "package_name": "dbt", "path": "macros/etc/datetime.sql", "original_file_path": "macros/etc/datetime.sql", "unique_id": "macro.dbt.convert_datetime", "macro_sql": "{% macro convert_datetime(date_str, date_fmt) %}\n\n {% set error_msg -%}\n The provided partition date '{{ date_str }}' does not match the expected format '{{ date_fmt }}'\n {%- endset %}\n\n {% set res = try_or_compiler_error(error_msg, modules.datetime.datetime.strptime, date_str.strip(), date_fmt) %}\n {{ return(res) }}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.612228, "supported_languages": null}, "macro.dbt.dates_in_range": {"name": "dates_in_range", "resource_type": "macro", "package_name": "dbt", "path": "macros/etc/datetime.sql", "original_file_path": "macros/etc/datetime.sql", "unique_id": "macro.dbt.dates_in_range", "macro_sql": "{% macro dates_in_range(start_date_str, end_date_str=none, in_fmt=\"%Y%m%d\", out_fmt=\"%Y%m%d\") %}\n {% set end_date_str = start_date_str if end_date_str is none else end_date_str %}\n\n {% set start_date = convert_datetime(start_date_str, in_fmt) %}\n {% set end_date = convert_datetime(end_date_str, in_fmt) %}\n\n {% set day_count = (end_date - start_date).days %}\n {% if day_count < 0 %}\n {% set msg -%}\n Partition start date is after the end date ({{ start_date }}, {{ end_date }})\n {%- endset %}\n\n {{ exceptions.raise_compiler_error(msg, model) }}\n {% endif %}\n\n {% set date_list = [] %}\n {% for i in range(0, day_count + 1) %}\n {% set the_date = (modules.datetime.timedelta(days=i) + start_date) %}\n {% if not out_fmt %}\n {% set _ = date_list.append(the_date) %}\n {% else %}\n {% set _ = date_list.append(the_date.strftime(out_fmt)) %}\n {% endif %}\n {% endfor %}\n\n {{ return(date_list) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.convert_datetime"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.665602, "supported_languages": null}, "macro.dbt.partition_range": {"name": "partition_range", "resource_type": "macro", "package_name": "dbt", "path": "macros/etc/datetime.sql", "original_file_path": "macros/etc/datetime.sql", "unique_id": "macro.dbt.partition_range", "macro_sql": "{% macro partition_range(raw_partition_date, date_fmt='%Y%m%d') %}\n {% set partition_range = (raw_partition_date | string).split(\",\") %}\n\n {% if (partition_range | length) == 1 %}\n {% set start_date = partition_range[0] %}\n {% set end_date = none %}\n {% elif (partition_range | length) == 2 %}\n {% set start_date = partition_range[0] %}\n {% set end_date = partition_range[1] %}\n {% else %}\n {{ exceptions.raise_compiler_error(\"Invalid partition time. Expected format: {Start Date}[,{End Date}]. Got: \" ~ raw_partition_date) }}\n {% endif %}\n\n {{ return(dates_in_range(start_date, end_date, in_fmt=date_fmt)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.dates_in_range"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6671646, "supported_languages": null}, "macro.dbt.py_current_timestring": {"name": "py_current_timestring", "resource_type": "macro", "package_name": "dbt", "path": "macros/etc/datetime.sql", "original_file_path": "macros/etc/datetime.sql", "unique_id": "macro.dbt.py_current_timestring", "macro_sql": "{% macro py_current_timestring() %}\n {% set dt = modules.datetime.datetime.now() %}\n {% do return(dt.strftime(\"%Y%m%d%H%M%S%f\")) %}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6676724, "supported_languages": null}, "macro.dbt.statement": {"name": "statement", "resource_type": "macro", "package_name": "dbt", "path": "macros/etc/statement.sql", "original_file_path": "macros/etc/statement.sql", "unique_id": "macro.dbt.statement", "macro_sql": "\n{%- macro statement(name=None, fetch_result=False, auto_begin=True, language='sql') -%}\n {%- if execute: -%}\n {%- set compiled_code = caller() -%}\n\n {%- if name == 'main' -%}\n {{ log('Writing runtime {} for node \"{}\"'.format(language, model['unique_id'])) }}\n {{ write(compiled_code) }}\n {%- endif -%}\n {%- if language == 'sql'-%}\n {%- set res, table = adapter.execute(compiled_code, auto_begin=auto_begin, fetch=fetch_result) -%}\n {%- elif language == 'python' -%}\n {%- set res = submit_python_job(model, compiled_code) -%}\n {#-- TODO: What should table be for python models? --#}\n {%- set table = None -%}\n {%- else -%}\n {% do exceptions.raise_compiler_error(\"statement macro didn't get supported language\") %}\n {%- endif -%}\n\n {%- if name is not none -%}\n {{ store_result(name, response=res, agate_table=table) }}\n {%- endif -%}\n\n {%- endif -%}\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.670385, "supported_languages": null}, "macro.dbt.noop_statement": {"name": "noop_statement", "resource_type": "macro", "package_name": "dbt", "path": "macros/etc/statement.sql", "original_file_path": "macros/etc/statement.sql", "unique_id": "macro.dbt.noop_statement", "macro_sql": "{% macro noop_statement(name=None, message=None, code=None, rows_affected=None, res=None) -%}\n {%- set sql = caller() -%}\n\n {%- if name == 'main' -%}\n {{ log('Writing runtime SQL for node \"{}\"'.format(model['unique_id'])) }}\n {{ write(sql) }}\n {%- endif -%}\n\n {%- if name is not none -%}\n {{ store_raw_result(name, message=message, code=code, rows_affected=rows_affected, agate_table=res) }}\n {%- endif -%}\n\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.67152, "supported_languages": null}, "macro.dbt.run_query": {"name": "run_query", "resource_type": "macro", "package_name": "dbt", "path": "macros/etc/statement.sql", "original_file_path": "macros/etc/statement.sql", "unique_id": "macro.dbt.run_query", "macro_sql": "{% macro run_query(sql) %}\n {% call statement(\"run_query_statement\", fetch_result=true, auto_begin=false) %}\n {{ sql }}\n {% endcall %}\n\n {% do return(load_result(\"run_query_statement\").table) %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6720908, "supported_languages": null}, "macro.dbt.test_unique": {"name": "test_unique", "resource_type": "macro", "package_name": "dbt", "path": "tests/generic/builtin.sql", "original_file_path": "tests/generic/builtin.sql", "unique_id": "macro.dbt.test_unique", "macro_sql": "{% test unique(model, column_name) %}\n {% set macro = adapter.dispatch('test_unique', 'dbt') %}\n {{ macro(model, column_name) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt.default__test_unique"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.67303, "supported_languages": null}, "macro.dbt.test_not_null": {"name": "test_not_null", "resource_type": "macro", "package_name": "dbt", "path": "tests/generic/builtin.sql", "original_file_path": "tests/generic/builtin.sql", "unique_id": "macro.dbt.test_not_null", "macro_sql": "{% test not_null(model, column_name) %}\n {% set macro = adapter.dispatch('test_not_null', 'dbt') %}\n {{ macro(model, column_name) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt.default__test_not_null"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6735394, "supported_languages": null}, "macro.dbt.test_accepted_values": {"name": "test_accepted_values", "resource_type": "macro", "package_name": "dbt", "path": "tests/generic/builtin.sql", "original_file_path": "tests/generic/builtin.sql", "unique_id": "macro.dbt.test_accepted_values", "macro_sql": "{% test accepted_values(model, column_name, values, quote=True) %}\n {% set macro = adapter.dispatch('test_accepted_values', 'dbt') %}\n {{ macro(model, column_name, values, quote) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt.default__test_accepted_values"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6741304, "supported_languages": null}, "macro.dbt.test_relationships": {"name": "test_relationships", "resource_type": "macro", "package_name": "dbt", "path": "tests/generic/builtin.sql", "original_file_path": "tests/generic/builtin.sql", "unique_id": "macro.dbt.test_relationships", "macro_sql": "{% test relationships(model, column_name, to, field) %}\n {% set macro = adapter.dispatch('test_relationships', 'dbt') %}\n {{ macro(model, column_name, to, field) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt.default__test_relationships"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6747158, "supported_languages": null}, "macro.dbt_utils.test_accepted_range": {"name": "test_accepted_range", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/accepted_range.sql", "original_file_path": "macros/generic_tests/accepted_range.sql", "unique_id": "macro.dbt_utils.test_accepted_range", "macro_sql": "{% test accepted_range(model, column_name, min_value=none, max_value=none, inclusive=true) %}\n {{ return(adapter.dispatch('test_accepted_range', 'dbt_utils')(model, column_name, min_value, max_value, inclusive)) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt_utils.default__test_accepted_range"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6757529, "supported_languages": null}, "macro.dbt_utils.default__test_accepted_range": {"name": "default__test_accepted_range", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/accepted_range.sql", "original_file_path": "macros/generic_tests/accepted_range.sql", "unique_id": "macro.dbt_utils.default__test_accepted_range", "macro_sql": "{% macro default__test_accepted_range(model, column_name, min_value=none, max_value=none, inclusive=true) %}\n\nwith meet_condition as(\n select *\n from {{ model }}\n),\n\nvalidation_errors as (\n select *\n from meet_condition\n where\n -- never true, defaults to an empty result set. Exists to ensure any combo of the `or` clauses below succeeds\n 1 = 2\n\n {%- if min_value is not none %}\n -- records with a value >= min_value are permitted. The `not` flips this to find records that don't meet the rule.\n or not {{ column_name }} > {{- \"=\" if inclusive }} {{ min_value }}\n {%- endif %}\n\n {%- if max_value is not none %}\n -- records with a value <= max_value are permitted. The `not` flips this to find records that don't meet the rule.\n or not {{ column_name }} < {{- \"=\" if inclusive }} {{ max_value }}\n {%- endif %}\n)\n\nselect *\nfrom validation_errors\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6766782, "supported_languages": null}, "macro.dbt_utils.test_expression_is_true": {"name": "test_expression_is_true", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/expression_is_true.sql", "original_file_path": "macros/generic_tests/expression_is_true.sql", "unique_id": "macro.dbt_utils.test_expression_is_true", "macro_sql": "{% test expression_is_true(model, expression, column_name=None) %}\n {{ return(adapter.dispatch('test_expression_is_true', 'dbt_utils')(model, expression, column_name)) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt_utils.default__test_expression_is_true"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6774116, "supported_languages": null}, "macro.dbt_utils.default__test_expression_is_true": {"name": "default__test_expression_is_true", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/expression_is_true.sql", "original_file_path": "macros/generic_tests/expression_is_true.sql", "unique_id": "macro.dbt_utils.default__test_expression_is_true", "macro_sql": "{% macro default__test_expression_is_true(model, expression, column_name) %}\n\n{% set column_list = '*' if should_store_failures() else \"1\" %}\n\nselect\n {{ column_list }}\nfrom {{ model }}\n{% if column_name is none %}\nwhere not({{ expression }})\n{%- else %}\nwhere not({{ column_name }} {{ expression }})\n{%- endif %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.should_store_failures"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.678118, "supported_languages": null}, "macro.dbt_utils.test_not_null_proportion": {"name": "test_not_null_proportion", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/not_null_proportion.sql", "original_file_path": "macros/generic_tests/not_null_proportion.sql", "unique_id": "macro.dbt_utils.test_not_null_proportion", "macro_sql": "{% macro test_not_null_proportion(model, group_by_columns = []) %}\n {{ return(adapter.dispatch('test_not_null_proportion', 'dbt_utils')(model, group_by_columns, **kwargs)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__test_not_null_proportion"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6791742, "supported_languages": null}, "macro.dbt_utils.default__test_not_null_proportion": {"name": "default__test_not_null_proportion", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/not_null_proportion.sql", "original_file_path": "macros/generic_tests/not_null_proportion.sql", "unique_id": "macro.dbt_utils.default__test_not_null_proportion", "macro_sql": "{% macro default__test_not_null_proportion(model, group_by_columns) %}\n\n{% set column_name = kwargs.get('column_name', kwargs.get('arg')) %}\n{% set at_least = kwargs.get('at_least', kwargs.get('arg')) %}\n{% set at_most = kwargs.get('at_most', kwargs.get('arg', 1)) %}\n\n{% if group_by_columns|length() > 0 %}\n {% set select_gb_cols = group_by_columns|join(' ,') + ', ' %}\n {% set groupby_gb_cols = 'group by ' + group_by_columns|join(',') %}\n{% endif %}\n\nwith validation as (\n select\n {{select_gb_cols}}\n sum(case when {{ column_name }} is null then 0 else 1 end) / cast(count(*) as {{ dbt.type_numeric() }}) as not_null_proportion\n from {{ model }}\n {{groupby_gb_cols}}\n),\nvalidation_errors as (\n select\n {{select_gb_cols}}\n not_null_proportion\n from validation\n where not_null_proportion < {{ at_least }} or not_null_proportion > {{ at_most }}\n)\nselect\n *\nfrom validation_errors\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.type_numeric"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6808221, "supported_languages": null}, "macro.dbt_utils.test_at_least_one": {"name": "test_at_least_one", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/at_least_one.sql", "original_file_path": "macros/generic_tests/at_least_one.sql", "unique_id": "macro.dbt_utils.test_at_least_one", "macro_sql": "{% test at_least_one(model, column_name, group_by_columns = []) %}\n {{ return(adapter.dispatch('test_at_least_one', 'dbt_utils')(model, column_name, group_by_columns)) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt_utils.default__test_at_least_one"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.681934, "supported_languages": null}, "macro.dbt_utils.default__test_at_least_one": {"name": "default__test_at_least_one", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/at_least_one.sql", "original_file_path": "macros/generic_tests/at_least_one.sql", "unique_id": "macro.dbt_utils.default__test_at_least_one", "macro_sql": "{% macro default__test_at_least_one(model, column_name, group_by_columns) %}\n\n{% set pruned_cols = [column_name] %}\n\n{% if group_by_columns|length() > 0 %}\n\n {% set select_gb_cols = group_by_columns|join(' ,') + ', ' %}\n {% set groupby_gb_cols = 'group by ' + group_by_columns|join(',') %}\n {% set pruned_cols = group_by_columns %}\n\n {% if column_name not in pruned_cols %}\n {% do pruned_cols.append(column_name) %}\n {% endif %}\n\n{% endif %}\n\n{% set select_pruned_cols = pruned_cols|join(' ,') %}\n\nselect *\nfrom (\n with pruned_rows as (\n select\n {{ select_pruned_cols }}\n from {{ model }}\n {% if group_by_columns|length() == 0 %}\n where {{ column_name }} is not null\n limit 1\n {% endif %}\n )\n select\n {# In TSQL, subquery aggregate columns need aliases #}\n {# thus: a filler col name, 'filler_column' #}\n {{select_gb_cols}}\n count({{ column_name }}) as filler_column\n\n from pruned_rows\n\n {{groupby_gb_cols}}\n\n having count({{ column_name }}) = 0\n\n) validation_errors\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6837587, "supported_languages": null}, "macro.dbt_utils.test_not_empty_string": {"name": "test_not_empty_string", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/not_empty_string.sql", "original_file_path": "macros/generic_tests/not_empty_string.sql", "unique_id": "macro.dbt_utils.test_not_empty_string", "macro_sql": "{% test not_empty_string(model, column_name, trim_whitespace=true) %}\n\n {{ return(adapter.dispatch('test_not_empty_string', 'dbt_utils')(model, column_name, trim_whitespace)) }}\n\n{% endtest %}", "depends_on": {"macros": ["macro.dbt_utils.default__test_not_empty_string"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6846118, "supported_languages": null}, "macro.dbt_utils.default__test_not_empty_string": {"name": "default__test_not_empty_string", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/not_empty_string.sql", "original_file_path": "macros/generic_tests/not_empty_string.sql", "unique_id": "macro.dbt_utils.default__test_not_empty_string", "macro_sql": "{% macro default__test_not_empty_string(model, column_name, trim_whitespace=true) %}\n\n with\n \n all_values as (\n\n select \n\n\n {% if trim_whitespace == true -%}\n\n trim({{ column_name }}) as {{ column_name }}\n\n {%- else -%}\n\n {{ column_name }}\n\n {%- endif %}\n \n from {{ model }}\n\n ),\n\n errors as (\n\n select * from all_values\n where {{ column_name }} = ''\n\n )\n\n select * from errors\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.685199, "supported_languages": null}, "macro.dbt_utils.test_fewer_rows_than": {"name": "test_fewer_rows_than", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/fewer_rows_than.sql", "original_file_path": "macros/generic_tests/fewer_rows_than.sql", "unique_id": "macro.dbt_utils.test_fewer_rows_than", "macro_sql": "{% test fewer_rows_than(model, compare_model, group_by_columns = []) %}\n {{ return(adapter.dispatch('test_fewer_rows_than', 'dbt_utils')(model, compare_model, group_by_columns)) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt_utils.default__test_fewer_rows_than"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6867976, "supported_languages": null}, "macro.dbt_utils.default__test_fewer_rows_than": {"name": "default__test_fewer_rows_than", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/fewer_rows_than.sql", "original_file_path": "macros/generic_tests/fewer_rows_than.sql", "unique_id": "macro.dbt_utils.default__test_fewer_rows_than", "macro_sql": "{% macro default__test_fewer_rows_than(model, compare_model, group_by_columns) %}\n\n{{ config(fail_calc = 'sum(coalesce(row_count_delta, 0))') }}\n\n{% if group_by_columns|length() > 0 %}\n {% set select_gb_cols = group_by_columns|join(' ,') + ', ' %}\n {% set join_gb_cols %}\n {% for c in group_by_columns %}\n and a.{{c}} = b.{{c}}\n {% endfor %}\n {% endset %}\n {% set groupby_gb_cols = 'group by ' + group_by_columns|join(',') %}\n{% endif %}\n\n{#-- We must add a fake join key in case additional grouping variables are not provided --#}\n{#-- Redshift does not allow for dynamically created join conditions (e.g. full join on 1 = 1 --#}\n{#-- The same logic is used in equal_rowcount. In case of changes, maintain consistent logic --#}\n{% set group_by_columns = ['id_dbtutils_test_fewer_rows_than'] + group_by_columns %}\n{% set groupby_gb_cols = 'group by ' + group_by_columns|join(',') %}\n\n\nwith a as (\n\n select \n {{select_gb_cols}}\n 1 as id_dbtutils_test_fewer_rows_than,\n count(*) as count_our_model \n from {{ model }}\n {{ groupby_gb_cols }}\n\n),\nb as (\n\n select \n {{select_gb_cols}}\n 1 as id_dbtutils_test_fewer_rows_than,\n count(*) as count_comparison_model \n from {{ compare_model }}\n {{ groupby_gb_cols }}\n\n),\ncounts as (\n\n select\n\n {% for c in group_by_columns -%}\n a.{{c}} as {{c}}_a,\n b.{{c}} as {{c}}_b,\n {% endfor %}\n\n count_our_model,\n count_comparison_model\n from a\n full join b on \n a.id_dbtutils_test_fewer_rows_than = b.id_dbtutils_test_fewer_rows_than\n {{ join_gb_cols }}\n\n),\nfinal as (\n\n select *,\n case\n -- fail the test if we have more rows than the reference model and return the row count delta\n when count_our_model > count_comparison_model then (count_our_model - count_comparison_model)\n -- fail the test if they are the same number\n when count_our_model = count_comparison_model then 1\n -- pass the test if the delta is positive (i.e. return the number 0)\n else 0\n end as row_count_delta\n from counts\n\n)\n\nselect * from final\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6887932, "supported_languages": null}, "macro.dbt_utils.test_not_accepted_values": {"name": "test_not_accepted_values", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/not_accepted_values.sql", "original_file_path": "macros/generic_tests/not_accepted_values.sql", "unique_id": "macro.dbt_utils.test_not_accepted_values", "macro_sql": "{% test not_accepted_values(model, column_name, values, quote=True) %}\n {{ return(adapter.dispatch('test_not_accepted_values', 'dbt_utils')(model, column_name, values, quote)) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt_utils.default__test_not_accepted_values"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.689734, "supported_languages": null}, "macro.dbt_utils.default__test_not_accepted_values": {"name": "default__test_not_accepted_values", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/not_accepted_values.sql", "original_file_path": "macros/generic_tests/not_accepted_values.sql", "unique_id": "macro.dbt_utils.default__test_not_accepted_values", "macro_sql": "{% macro default__test_not_accepted_values(model, column_name, values, quote=True) %}\nwith all_values as (\n\n select distinct\n {{ column_name }} as value_field\n\n from {{ model }}\n\n),\n\nvalidation_errors as (\n\n select\n value_field\n\n from all_values\n where value_field in (\n {% for value in values -%}\n {% if quote -%}\n '{{ value }}'\n {%- else -%}\n {{ value }}\n {%- endif -%}\n {%- if not loop.last -%},{%- endif %}\n {%- endfor %}\n )\n\n)\n\nselect *\nfrom validation_errors\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6905162, "supported_languages": null}, "macro.dbt_utils.test_equality": {"name": "test_equality", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/equality.sql", "original_file_path": "macros/generic_tests/equality.sql", "unique_id": "macro.dbt_utils.test_equality", "macro_sql": "{% test equality(model, compare_model, compare_columns=None, exclude_columns=None, precision = None) %}\n {{ return(adapter.dispatch('test_equality', 'dbt_utils')(model, compare_model, compare_columns, exclude_columns, precision)) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt_utils.default__test_equality"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.6933506, "supported_languages": null}, "macro.dbt_utils.default__test_equality": {"name": "default__test_equality", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/equality.sql", "original_file_path": "macros/generic_tests/equality.sql", "unique_id": "macro.dbt_utils.default__test_equality", "macro_sql": "{% macro default__test_equality(model, compare_model, compare_columns=None, exclude_columns=None, precision = None) %}\n\n{%- if compare_columns and exclude_columns -%}\n {{ exceptions.raise_compiler_error(\"Both a compare and an ignore list were provided to the `equality` macro. Only one is allowed\") }}\n{%- endif -%}\n\n{% set set_diff %}\n count(*) + coalesce(abs(\n sum(case when which_diff = 'a_minus_b' then 1 else 0 end) -\n sum(case when which_diff = 'b_minus_a' then 1 else 0 end)\n ), 0)\n{% endset %}\n\n{#-- Needs to be set at parse time, before we return '' below --#}\n{{ config(fail_calc = set_diff) }}\n\n{#-- Prevent querying of db in parsing mode. This works because this macro does not create any new refs. #}\n{%- if not execute -%}\n {{ return('') }}\n{% endif %}\n\n\n\n-- setup\n{%- do dbt_utils._is_relation(model, 'test_equality') -%}\n\n{# Ensure there are no extra columns in the compare_model vs model #}\n{%- if not compare_columns -%}\n {%- do dbt_utils._is_ephemeral(model, 'test_equality') -%}\n {%- do dbt_utils._is_ephemeral(compare_model, 'test_equality') -%}\n\n {%- set model_columns = adapter.get_columns_in_relation(model) -%}\n {%- set compare_model_columns = adapter.get_columns_in_relation(compare_model) -%}\n\n\n {%- if exclude_columns -%}\n {#-- Lower case ignore columns for easier comparison --#}\n {%- set exclude_columns = exclude_columns | map(\"lower\") | list %}\n\n {# Filter out the excluded columns #}\n {%- set include_columns = [] %}\n {%- set include_model_columns = [] %}\n {%- for column in model_columns -%}\n {%- if column.name | lower not in exclude_columns -%}\n {% do include_columns.append(column) %}\n {%- endif %}\n {%- endfor %}\n {%- for column in compare_model_columns -%}\n {%- if column.name | lower not in exclude_columns -%}\n {% do include_model_columns.append(column) %}\n {%- endif %}\n {%- endfor %}\n\n {%- set compare_columns_set = set(include_columns | map(attribute='quoted') | map(\"lower\")) %}\n {%- set compare_model_columns_set = set(include_model_columns | map(attribute='quoted') | map(\"lower\")) %}\n {%- else -%}\n {%- set compare_columns_set = set(model_columns | map(attribute='quoted') | map(\"lower\")) %}\n {%- set compare_model_columns_set = set(compare_model_columns | map(attribute='quoted') | map(\"lower\")) %}\n {%- endif -%}\n\n {% if compare_columns_set != compare_model_columns_set %}\n {{ exceptions.raise_compiler_error(compare_model ~\" has less columns than \" ~ model ~ \", please ensure they have the same columns or use the `compare_columns` or `exclude_columns` arguments to subset them.\") }}\n {% endif %}\n\n\n{% endif %}\n\n{%- if not precision -%}\n {%- if not compare_columns -%}\n {# \n You cannot get the columns in an ephemeral model (due to not existing in the information schema),\n so if the user does not provide an explicit list of columns we must error in the case it is ephemeral\n #}\n {%- do dbt_utils._is_ephemeral(model, 'test_equality') -%}\n {%- set compare_columns = adapter.get_columns_in_relation(model)-%}\n\n {%- if exclude_columns -%}\n {#-- Lower case ignore columns for easier comparison --#}\n {%- set exclude_columns = exclude_columns | map(\"lower\") | list %}\n\n {# Filter out the excluded columns #}\n {%- set include_columns = [] %}\n {%- for column in compare_columns -%}\n {%- if column.name | lower not in exclude_columns -%}\n {% do include_columns.append(column) %}\n {%- endif %}\n {%- endfor %}\n\n {%- set compare_columns = include_columns | map(attribute='quoted') %}\n {%- else -%} {# Compare columns provided #}\n {%- set compare_columns = compare_columns | map(attribute='quoted') %}\n {%- endif -%}\n {%- endif -%}\n\n {% set compare_cols_csv = compare_columns | join(', ') %}\n\n{% else %} {# Precision required #}\n {#-\n If rounding is required, we need to get the types, so it cannot be ephemeral even if they provide column names\n -#}\n {%- do dbt_utils._is_ephemeral(model, 'test_equality') -%}\n {%- set columns = adapter.get_columns_in_relation(model) -%}\n\n {% set columns_list = [] %}\n {%- for col in columns -%}\n {%- if (\n (col.name|lower in compare_columns|map('lower') or not compare_columns) and\n (col.name|lower not in exclude_columns|map('lower') or not exclude_columns)\n ) -%}\n {# Databricks double type is not picked up by any number type checks in dbt #}\n {%- if col.is_float() or col.is_numeric() or col.data_type == 'double' -%}\n {# Cast is required due to postgres not having round for a double precision number #}\n {%- do columns_list.append('round(cast(' ~ col.quoted ~ ' as ' ~ dbt.type_numeric() ~ '),' ~ precision ~ ') as ' ~ col.quoted) -%}\n {%- else -%} {# Non-numeric type #}\n {%- do columns_list.append(col.quoted) -%}\n {%- endif -%}\n {% endif %}\n {%- endfor -%}\n\n {% set compare_cols_csv = columns_list | join(', ') %}\n\n{% endif %}\n\nwith a as (\n\n select * from {{ model }}\n\n),\n\nb as (\n\n select * from {{ compare_model }}\n\n),\n\na_minus_b as (\n\n select {{compare_cols_csv}} from a\n {{ dbt.except() }}\n select {{compare_cols_csv}} from b\n\n),\n\nb_minus_a as (\n\n select {{compare_cols_csv}} from b\n {{ dbt.except() }}\n select {{compare_cols_csv}} from a\n\n),\n\nunioned as (\n\n select 'a_minus_b' as which_diff, a_minus_b.* from a_minus_b\n union all\n select 'b_minus_a' as which_diff, b_minus_a.* from b_minus_a\n\n)\n\nselect * from unioned\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils._is_relation", "macro.dbt_utils._is_ephemeral", "macro.dbt.type_numeric", "macro.dbt.except"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7010322, "supported_languages": null}, "macro.dbt_utils.test_recency": {"name": "test_recency", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/recency.sql", "original_file_path": "macros/generic_tests/recency.sql", "unique_id": "macro.dbt_utils.test_recency", "macro_sql": "{% test recency(model, field, datepart, interval, ignore_time_component=False, group_by_columns = []) %}\n {{ return(adapter.dispatch('test_recency', 'dbt_utils')(model, field, datepart, interval, ignore_time_component, group_by_columns)) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt_utils.default__test_recency"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.702269, "supported_languages": null}, "macro.dbt_utils.default__test_recency": {"name": "default__test_recency", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/recency.sql", "original_file_path": "macros/generic_tests/recency.sql", "unique_id": "macro.dbt_utils.default__test_recency", "macro_sql": "{% macro default__test_recency(model, field, datepart, interval, ignore_time_component, group_by_columns) %}\n\n{% set threshold = 'cast(' ~ dbt.dateadd(datepart, interval * -1, dbt.current_timestamp()) ~ ' as ' ~ ('date' if ignore_time_component else dbt.type_timestamp()) ~ ')' %}\n\n{% if group_by_columns|length() > 0 %}\n {% set select_gb_cols = group_by_columns|join(' ,') + ', ' %}\n {% set groupby_gb_cols = 'group by ' + group_by_columns|join(',') %}\n{% endif %}\n\n\nwith recency as (\n\n select \n\n {{ select_gb_cols }}\n {% if ignore_time_component %}\n cast(max({{ field }}) as date) as most_recent\n {%- else %}\n max({{ field }}) as most_recent\n {%- endif %}\n\n from {{ model }}\n\n {{ groupby_gb_cols }}\n\n)\n\nselect\n\n {{ select_gb_cols }}\n most_recent,\n {{ threshold }} as threshold\n\nfrom recency\nwhere most_recent < {{ threshold }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.dateadd", "macro.dbt.current_timestamp", "macro.dbt.type_timestamp"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.703878, "supported_languages": null}, "macro.dbt_utils.test_mutually_exclusive_ranges": {"name": "test_mutually_exclusive_ranges", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/mutually_exclusive_ranges.sql", "original_file_path": "macros/generic_tests/mutually_exclusive_ranges.sql", "unique_id": "macro.dbt_utils.test_mutually_exclusive_ranges", "macro_sql": "{% test mutually_exclusive_ranges(model, lower_bound_column, upper_bound_column, partition_by=None, gaps='allowed', zero_length_range_allowed=False) %}\n {{ return(adapter.dispatch('test_mutually_exclusive_ranges', 'dbt_utils')(model, lower_bound_column, upper_bound_column, partition_by, gaps, zero_length_range_allowed)) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt_utils.default__test_mutually_exclusive_ranges"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7082834, "supported_languages": null}, "macro.dbt_utils.default__test_mutually_exclusive_ranges": {"name": "default__test_mutually_exclusive_ranges", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/mutually_exclusive_ranges.sql", "original_file_path": "macros/generic_tests/mutually_exclusive_ranges.sql", "unique_id": "macro.dbt_utils.default__test_mutually_exclusive_ranges", "macro_sql": "{% macro default__test_mutually_exclusive_ranges(model, lower_bound_column, upper_bound_column, partition_by=None, gaps='allowed', zero_length_range_allowed=False) %}\n{% if gaps == 'not_allowed' %}\n {% set allow_gaps_operator='=' %}\n {% set allow_gaps_operator_in_words='equal_to' %}\n{% elif gaps == 'allowed' %}\n {% set allow_gaps_operator='<=' %}\n {% set allow_gaps_operator_in_words='less_than_or_equal_to' %}\n{% elif gaps == 'required' %}\n {% set allow_gaps_operator='<' %}\n {% set allow_gaps_operator_in_words='less_than' %}\n{% else %}\n {{ exceptions.raise_compiler_error(\n \"`gaps` argument for mutually_exclusive_ranges test must be one of ['not_allowed', 'allowed', 'required'] Got: '\" ~ gaps ~\"'.'\"\n ) }}\n{% endif %}\n{% if not zero_length_range_allowed %}\n {% set allow_zero_length_operator='<' %}\n {% set allow_zero_length_operator_in_words='less_than' %}\n{% elif zero_length_range_allowed %}\n {% set allow_zero_length_operator='<=' %}\n {% set allow_zero_length_operator_in_words='less_than_or_equal_to' %}\n{% else %}\n {{ exceptions.raise_compiler_error(\n \"`zero_length_range_allowed` argument for mutually_exclusive_ranges test must be one of [true, false] Got: '\" ~ zero_length_range_allowed ~\"'.'\"\n ) }}\n{% endif %}\n\n{% set partition_clause=\"partition by \" ~ partition_by if partition_by else '' %}\n\nwith window_functions as (\n\n select\n {% if partition_by %}\n {{ partition_by }} as partition_by_col,\n {% endif %}\n {{ lower_bound_column }} as lower_bound,\n {{ upper_bound_column }} as upper_bound,\n\n lead({{ lower_bound_column }}) over (\n {{ partition_clause }}\n order by {{ lower_bound_column }}, {{ upper_bound_column }}\n ) as next_lower_bound,\n\n row_number() over (\n {{ partition_clause }}\n order by {{ lower_bound_column }} desc, {{ upper_bound_column }} desc\n ) = 1 as is_last_record\n\n from {{ model }}\n\n),\n\ncalc as (\n -- We want to return records where one of our assumptions fails, so we'll use\n -- the `not` function with `and` statements so we can write our assumptions more cleanly\n select\n *,\n\n -- For each record: lower_bound should be < upper_bound.\n -- Coalesce it to return an error on the null case (implicit assumption\n -- these columns are not_null)\n coalesce(\n lower_bound {{ allow_zero_length_operator }} upper_bound,\n false\n ) as lower_bound_{{ allow_zero_length_operator_in_words }}_upper_bound,\n\n -- For each record: upper_bound {{ allow_gaps_operator }} the next lower_bound.\n -- Coalesce it to handle null cases for the last record.\n coalesce(\n upper_bound {{ allow_gaps_operator }} next_lower_bound,\n is_last_record,\n false\n ) as upper_bound_{{ allow_gaps_operator_in_words }}_next_lower_bound\n\n from window_functions\n\n),\n\nvalidation_errors as (\n\n select\n *\n from calc\n\n where not(\n -- THE FOLLOWING SHOULD BE TRUE --\n lower_bound_{{ allow_zero_length_operator_in_words }}_upper_bound\n and upper_bound_{{ allow_gaps_operator_in_words }}_next_lower_bound\n )\n)\n\nselect * from validation_errors\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7112355, "supported_languages": null}, "macro.dbt_utils.test_unique_combination_of_columns": {"name": "test_unique_combination_of_columns", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/unique_combination_of_columns.sql", "original_file_path": "macros/generic_tests/unique_combination_of_columns.sql", "unique_id": "macro.dbt_utils.test_unique_combination_of_columns", "macro_sql": "{% test unique_combination_of_columns(model, combination_of_columns, quote_columns=false) %}\n {{ return(adapter.dispatch('test_unique_combination_of_columns', 'dbt_utils')(model, combination_of_columns, quote_columns)) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt_utils.default__test_unique_combination_of_columns"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7122984, "supported_languages": null}, "macro.dbt_utils.default__test_unique_combination_of_columns": {"name": "default__test_unique_combination_of_columns", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/unique_combination_of_columns.sql", "original_file_path": "macros/generic_tests/unique_combination_of_columns.sql", "unique_id": "macro.dbt_utils.default__test_unique_combination_of_columns", "macro_sql": "{% macro default__test_unique_combination_of_columns(model, combination_of_columns, quote_columns=false) %}\n\n{% if not quote_columns %}\n {%- set column_list=combination_of_columns %}\n{% elif quote_columns %}\n {%- set column_list=[] %}\n {% for column in combination_of_columns -%}\n {% set column_list = column_list.append( adapter.quote(column) ) %}\n {%- endfor %}\n{% else %}\n {{ exceptions.raise_compiler_error(\n \"`quote_columns` argument for unique_combination_of_columns test must be one of [True, False] Got: '\" ~ quote ~\"'.'\"\n ) }}\n{% endif %}\n\n{%- set columns_csv=column_list | join(', ') %}\n\n\nwith validation_errors as (\n\n select\n {{ columns_csv }}\n from {{ model }}\n group by {{ columns_csv }}\n having count(*) > 1\n\n)\n\nselect *\nfrom validation_errors\n\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7135732, "supported_languages": null}, "macro.dbt_utils.test_not_constant": {"name": "test_not_constant", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/not_constant.sql", "original_file_path": "macros/generic_tests/not_constant.sql", "unique_id": "macro.dbt_utils.test_not_constant", "macro_sql": "{% test not_constant(model, column_name, group_by_columns = []) %}\n {{ return(adapter.dispatch('test_not_constant', 'dbt_utils')(model, column_name, group_by_columns)) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt_utils.default__test_not_constant"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7143495, "supported_languages": null}, "macro.dbt_utils.default__test_not_constant": {"name": "default__test_not_constant", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/not_constant.sql", "original_file_path": "macros/generic_tests/not_constant.sql", "unique_id": "macro.dbt_utils.default__test_not_constant", "macro_sql": "{% macro default__test_not_constant(model, column_name, group_by_columns) %}\n\n{% if group_by_columns|length() > 0 %}\n {% set select_gb_cols = group_by_columns|join(' ,') + ', ' %}\n {% set groupby_gb_cols = 'group by ' + group_by_columns|join(',') %}\n{% endif %}\n\n\nselect\n {# In TSQL, subquery aggregate columns need aliases #}\n {# thus: a filler col name, 'filler_column' #}\n {{select_gb_cols}}\n count(distinct {{ column_name }}) as filler_column\n\nfrom {{ model }}\n\n {{groupby_gb_cols}}\n\nhaving count(distinct {{ column_name }}) = 1\n\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7152438, "supported_languages": null}, "macro.dbt_utils.test_relationships_where": {"name": "test_relationships_where", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/relationships_where.sql", "original_file_path": "macros/generic_tests/relationships_where.sql", "unique_id": "macro.dbt_utils.test_relationships_where", "macro_sql": "{% test relationships_where(model, column_name, to, field, from_condition=\"1=1\", to_condition=\"1=1\") %}\n {{ return(adapter.dispatch('test_relationships_where', 'dbt_utils')(model, column_name, to, field, from_condition, to_condition)) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt_utils.default__test_relationships_where"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.716296, "supported_languages": null}, "macro.dbt_utils.default__test_relationships_where": {"name": "default__test_relationships_where", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/relationships_where.sql", "original_file_path": "macros/generic_tests/relationships_where.sql", "unique_id": "macro.dbt_utils.default__test_relationships_where", "macro_sql": "{% macro default__test_relationships_where(model, column_name, to, field, from_condition=\"1=1\", to_condition=\"1=1\") %}\n\n{# T-SQL has no boolean data type so we use 1=1 which returns TRUE #}\n{# ref https://stackoverflow.com/a/7170753/3842610 #}\n\nwith left_table as (\n\n select\n {{column_name}} as id\n\n from {{model}}\n\n where {{column_name}} is not null\n and {{from_condition}}\n\n),\n\nright_table as (\n\n select\n {{field}} as id\n\n from {{to}}\n\n where {{field}} is not null\n and {{to_condition}}\n\n),\n\nexceptions as (\n\n select\n left_table.id,\n right_table.id as right_id\n\n from left_table\n\n left join right_table\n on left_table.id = right_table.id\n\n where right_table.id is null\n\n)\n\nselect * from exceptions\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7169662, "supported_languages": null}, "macro.dbt_utils.test_sequential_values": {"name": "test_sequential_values", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/sequential_values.sql", "original_file_path": "macros/generic_tests/sequential_values.sql", "unique_id": "macro.dbt_utils.test_sequential_values", "macro_sql": "{% test sequential_values(model, column_name, interval=1, datepart=None, group_by_columns = []) %}\n\n {{ return(adapter.dispatch('test_sequential_values', 'dbt_utils')(model, column_name, interval, datepart, group_by_columns)) }}\n\n{% endtest %}", "depends_on": {"macros": ["macro.dbt_utils.default__test_sequential_values"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7183485, "supported_languages": null}, "macro.dbt_utils.default__test_sequential_values": {"name": "default__test_sequential_values", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/sequential_values.sql", "original_file_path": "macros/generic_tests/sequential_values.sql", "unique_id": "macro.dbt_utils.default__test_sequential_values", "macro_sql": "{% macro default__test_sequential_values(model, column_name, interval=1, datepart=None, group_by_columns = []) %}\n\n{% set previous_column_name = \"previous_\" ~ dbt_utils.slugify(column_name) %}\n\n{% if group_by_columns|length() > 0 %}\n {% set select_gb_cols = group_by_columns|join(',') + ', ' %}\n {% set partition_gb_cols = 'partition by ' + group_by_columns|join(',') %}\n{% endif %}\n\nwith windowed as (\n\n select\n {{ select_gb_cols }}\n {{ column_name }},\n lag({{ column_name }}) over (\n {{partition_gb_cols}}\n order by {{ column_name }}\n ) as {{ previous_column_name }}\n from {{ model }}\n),\n\nvalidation_errors as (\n select\n *\n from windowed\n {% if datepart %}\n where not(cast({{ column_name }} as {{ dbt.type_timestamp() }})= cast({{ dbt.dateadd(datepart, interval, previous_column_name) }} as {{ dbt.type_timestamp() }}))\n {% else %}\n where not({{ column_name }} = {{ previous_column_name }} + {{ interval }})\n {% endif %}\n)\n\nselect *\nfrom validation_errors\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.slugify", "macro.dbt.type_timestamp", "macro.dbt.dateadd"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7201607, "supported_languages": null}, "macro.dbt_utils.test_cardinality_equality": {"name": "test_cardinality_equality", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/cardinality_equality.sql", "original_file_path": "macros/generic_tests/cardinality_equality.sql", "unique_id": "macro.dbt_utils.test_cardinality_equality", "macro_sql": "{% test cardinality_equality(model, column_name, to, field) %}\n {{ return(adapter.dispatch('test_cardinality_equality', 'dbt_utils')(model, column_name, to, field)) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt_utils.default__test_cardinality_equality"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7210538, "supported_languages": null}, "macro.dbt_utils.default__test_cardinality_equality": {"name": "default__test_cardinality_equality", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/cardinality_equality.sql", "original_file_path": "macros/generic_tests/cardinality_equality.sql", "unique_id": "macro.dbt_utils.default__test_cardinality_equality", "macro_sql": "{% macro default__test_cardinality_equality(model, column_name, to, field) %}\n\n{# T-SQL does not let you use numbers as aliases for columns #}\n{# Thus, no \"GROUP BY 1\" #}\n\nwith table_a as (\nselect\n {{ column_name }},\n count(*) as num_rows\nfrom {{ model }}\ngroup by {{ column_name }}\n),\n\ntable_b as (\nselect\n {{ field }},\n count(*) as num_rows\nfrom {{ to }}\ngroup by {{ field }}\n),\n\nexcept_a as (\n select *\n from table_a\n {{ dbt.except() }}\n select *\n from table_b\n),\n\nexcept_b as (\n select *\n from table_b\n {{ dbt.except() }}\n select *\n from table_a\n),\n\nunioned as (\n select *\n from except_a\n union all\n select *\n from except_b\n)\n\nselect *\nfrom unioned\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.except"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.721735, "supported_languages": null}, "macro.dbt_utils.test_equal_rowcount": {"name": "test_equal_rowcount", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/equal_rowcount.sql", "original_file_path": "macros/generic_tests/equal_rowcount.sql", "unique_id": "macro.dbt_utils.test_equal_rowcount", "macro_sql": "{% test equal_rowcount(model, compare_model, group_by_columns = []) %}\n {{ return(adapter.dispatch('test_equal_rowcount', 'dbt_utils')(model, compare_model, group_by_columns)) }}\n{% endtest %}", "depends_on": {"macros": ["macro.dbt_utils.default__test_equal_rowcount"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.723052, "supported_languages": null}, "macro.dbt_utils.default__test_equal_rowcount": {"name": "default__test_equal_rowcount", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/generic_tests/equal_rowcount.sql", "original_file_path": "macros/generic_tests/equal_rowcount.sql", "unique_id": "macro.dbt_utils.default__test_equal_rowcount", "macro_sql": "{% macro default__test_equal_rowcount(model, compare_model, group_by_columns) %}\n\n{#-- Needs to be set at parse time, before we return '' below --#}\n{{ config(fail_calc = 'sum(coalesce(diff_count, 0))') }}\n\n{#-- Prevent querying of db in parsing mode. This works because this macro does not create any new refs. #}\n{%- if not execute -%}\n {{ return('') }}\n{% endif %}\n\n{% if group_by_columns|length() > 0 %}\n {% set select_gb_cols = group_by_columns|join(', ') + ', ' %}\n {% set join_gb_cols %}\n {% for c in group_by_columns %}\n and a.{{c}} = b.{{c}}\n {% endfor %}\n {% endset %}\n {% set groupby_gb_cols = 'group by ' + group_by_columns|join(',') %}\n{% endif %}\n\n{#-- We must add a fake join key in case additional grouping variables are not provided --#}\n{#-- Redshift does not allow for dynamically created join conditions (e.g. full join on 1 = 1 --#}\n{#-- The same logic is used in fewer_rows_than. In case of changes, maintain consistent logic --#}\n{% set group_by_columns = ['id_dbtutils_test_equal_rowcount'] + group_by_columns %}\n{% set groupby_gb_cols = 'group by ' + group_by_columns|join(',') %}\n\nwith a as (\n\n select \n {{select_gb_cols}}\n 1 as id_dbtutils_test_equal_rowcount,\n count(*) as count_a \n from {{ model }}\n {{groupby_gb_cols}}\n\n\n),\nb as (\n\n select \n {{select_gb_cols}}\n 1 as id_dbtutils_test_equal_rowcount,\n count(*) as count_b \n from {{ compare_model }}\n {{groupby_gb_cols}}\n\n),\nfinal as (\n\n select\n \n {% for c in group_by_columns -%}\n a.{{c}} as {{c}}_a,\n b.{{c}} as {{c}}_b,\n {% endfor %}\n\n count_a,\n count_b,\n abs(count_a - count_b) as diff_count\n\n from a\n full join b\n on\n a.id_dbtutils_test_equal_rowcount = b.id_dbtutils_test_equal_rowcount\n {{join_gb_cols}}\n\n\n)\n\nselect * from final\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.725308, "supported_languages": null}, "macro.dbt_utils.pretty_time": {"name": "pretty_time", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/jinja_helpers/pretty_time.sql", "original_file_path": "macros/jinja_helpers/pretty_time.sql", "unique_id": "macro.dbt_utils.pretty_time", "macro_sql": "{% macro pretty_time(format='%H:%M:%S') %}\n {{ return(adapter.dispatch('pretty_time', 'dbt_utils')(format)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__pretty_time"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.725868, "supported_languages": null}, "macro.dbt_utils.default__pretty_time": {"name": "default__pretty_time", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/jinja_helpers/pretty_time.sql", "original_file_path": "macros/jinja_helpers/pretty_time.sql", "unique_id": "macro.dbt_utils.default__pretty_time", "macro_sql": "{% macro default__pretty_time(format='%H:%M:%S') %}\n {{ return(modules.datetime.datetime.now().strftime(format)) }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.726239, "supported_languages": null}, "macro.dbt_utils.log_info": {"name": "log_info", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/jinja_helpers/log_info.sql", "original_file_path": "macros/jinja_helpers/log_info.sql", "unique_id": "macro.dbt_utils.log_info", "macro_sql": "{% macro log_info(message) %}\n {{ return(adapter.dispatch('log_info', 'dbt_utils')(message)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__log_info"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.726726, "supported_languages": null}, "macro.dbt_utils.default__log_info": {"name": "default__log_info", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/jinja_helpers/log_info.sql", "original_file_path": "macros/jinja_helpers/log_info.sql", "unique_id": "macro.dbt_utils.default__log_info", "macro_sql": "{% macro default__log_info(message) %}\n {{ log(dbt_utils.pretty_log_format(message), info=True) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.pretty_log_format"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7270637, "supported_languages": null}, "macro.dbt_utils.slugify": {"name": "slugify", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/jinja_helpers/slugify.sql", "original_file_path": "macros/jinja_helpers/slugify.sql", "unique_id": "macro.dbt_utils.slugify", "macro_sql": "{% macro slugify(string) %}\n\n{% if not string %}\n{{ return('') }}\n{% endif %}\n\n{#- Lower case the string -#}\n{% set string = string | lower %}\n{#- Replace spaces and dashes with underscores -#}\n{% set string = modules.re.sub('[ -]+', '_', string) %}\n{#- Only take letters, numbers, and underscores -#}\n{% set string = modules.re.sub('[^a-z0-9_]+', '', string) %}\n{#- Prepends \"_\" if string begins with a number -#}\n{% set string = modules.re.sub('^[0-9]', '_' + string[0], string) %}\n\n{{ return(string) }}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7284553, "supported_languages": null}, "macro.dbt_utils._is_ephemeral": {"name": "_is_ephemeral", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/jinja_helpers/_is_ephemeral.sql", "original_file_path": "macros/jinja_helpers/_is_ephemeral.sql", "unique_id": "macro.dbt_utils._is_ephemeral", "macro_sql": "{% macro _is_ephemeral(obj, macro) %}\n {%- if obj.is_cte -%}\n {% set ephemeral_prefix = api.Relation.add_ephemeral_prefix('') %}\n {% if obj.name.startswith(ephemeral_prefix) %}\n {% set model_name = obj.name[(ephemeral_prefix|length):] %}\n {% else %}\n {% set model_name = obj.name %}\n {%- endif -%}\n {% set error_message %}\nThe `{{ macro }}` macro cannot be used with ephemeral models, as it relies on the information schema.\n\n`{{ model_name }}` is an ephemeral model. Consider making it a view or table instead.\n {% endset %}\n {%- do exceptions.raise_compiler_error(error_message) -%}\n {%- endif -%}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.729945, "supported_languages": null}, "macro.dbt_utils.pretty_log_format": {"name": "pretty_log_format", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/jinja_helpers/pretty_log_format.sql", "original_file_path": "macros/jinja_helpers/pretty_log_format.sql", "unique_id": "macro.dbt_utils.pretty_log_format", "macro_sql": "{% macro pretty_log_format(message) %}\n {{ return(adapter.dispatch('pretty_log_format', 'dbt_utils')(message)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__pretty_log_format"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7304518, "supported_languages": null}, "macro.dbt_utils.default__pretty_log_format": {"name": "default__pretty_log_format", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/jinja_helpers/pretty_log_format.sql", "original_file_path": "macros/jinja_helpers/pretty_log_format.sql", "unique_id": "macro.dbt_utils.default__pretty_log_format", "macro_sql": "{% macro default__pretty_log_format(message) %}\n {{ return( dbt_utils.pretty_time() ~ ' + ' ~ message) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.pretty_time"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7307777, "supported_languages": null}, "macro.dbt_utils._is_relation": {"name": "_is_relation", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/jinja_helpers/_is_relation.sql", "original_file_path": "macros/jinja_helpers/_is_relation.sql", "unique_id": "macro.dbt_utils._is_relation", "macro_sql": "{% macro _is_relation(obj, macro) %}\n {%- if not (obj is mapping and obj.get('metadata', {}).get('type', '').endswith('Relation')) -%}\n {%- do exceptions.raise_compiler_error(\"Macro \" ~ macro ~ \" expected a Relation but received the value: \" ~ obj) -%}\n {%- endif -%}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7316282, "supported_languages": null}, "macro.dbt_utils.get_url_path": {"name": "get_url_path", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/web/get_url_path.sql", "original_file_path": "macros/web/get_url_path.sql", "unique_id": "macro.dbt_utils.get_url_path", "macro_sql": "{% macro get_url_path(field) -%}\n {{ return(adapter.dispatch('get_url_path', 'dbt_utils')(field)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__get_url_path"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7323952, "supported_languages": null}, "macro.dbt_utils.default__get_url_path": {"name": "default__get_url_path", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/web/get_url_path.sql", "original_file_path": "macros/web/get_url_path.sql", "unique_id": "macro.dbt_utils.default__get_url_path", "macro_sql": "{% macro default__get_url_path(field) -%}\n\n {%- set stripped_url =\n dbt.replace(\n dbt.replace(field, \"'http://'\", \"''\"), \"'https://'\", \"''\")\n -%}\n\n {%- set first_slash_pos -%}\n coalesce(\n nullif({{ dbt.position(\"'/'\", stripped_url) }}, 0),\n {{ dbt.position(\"'?'\", stripped_url) }} - 1\n )\n {%- endset -%}\n\n {%- set parsed_path =\n dbt.split_part(\n dbt.right(\n stripped_url,\n dbt.length(stripped_url) ~ \"-\" ~ first_slash_pos\n ),\n \"'?'\", 1\n )\n -%}\n\n {{ dbt.safe_cast(\n parsed_path,\n dbt.type_string()\n )}}\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.replace", "macro.dbt.position", "macro.dbt.split_part", "macro.dbt.right", "macro.dbt.length", "macro.dbt.safe_cast", "macro.dbt.type_string"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7336857, "supported_languages": null}, "macro.dbt_utils.get_url_host": {"name": "get_url_host", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/web/get_url_host.sql", "original_file_path": "macros/web/get_url_host.sql", "unique_id": "macro.dbt_utils.get_url_host", "macro_sql": "{% macro get_url_host(field) -%}\n {{ return(adapter.dispatch('get_url_host', 'dbt_utils')(field)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__get_url_host"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7343097, "supported_languages": null}, "macro.dbt_utils.default__get_url_host": {"name": "default__get_url_host", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/web/get_url_host.sql", "original_file_path": "macros/web/get_url_host.sql", "unique_id": "macro.dbt_utils.default__get_url_host", "macro_sql": "{% macro default__get_url_host(field) -%}\n\n{%- set parsed =\n dbt.split_part(\n dbt.split_part(\n dbt.replace(\n dbt.replace(\n dbt.replace(field, \"'android-app://'\", \"''\"\n ), \"'http://'\", \"''\"\n ), \"'https://'\", \"''\"\n ), \"'/'\", 1\n ), \"'?'\", 1\n )\n\n-%}\n\n\n {{ dbt.safe_cast(\n parsed,\n dbt.type_string()\n )}}\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.split_part", "macro.dbt.replace", "macro.dbt.safe_cast", "macro.dbt.type_string"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.735212, "supported_languages": null}, "macro.dbt_utils.get_url_parameter": {"name": "get_url_parameter", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/web/get_url_parameter.sql", "original_file_path": "macros/web/get_url_parameter.sql", "unique_id": "macro.dbt_utils.get_url_parameter", "macro_sql": "{% macro get_url_parameter(field, url_parameter) -%}\n {{ return(adapter.dispatch('get_url_parameter', 'dbt_utils')(field, url_parameter)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__get_url_parameter"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7358088, "supported_languages": null}, "macro.dbt_utils.default__get_url_parameter": {"name": "default__get_url_parameter", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/web/get_url_parameter.sql", "original_file_path": "macros/web/get_url_parameter.sql", "unique_id": "macro.dbt_utils.default__get_url_parameter", "macro_sql": "{% macro default__get_url_parameter(field, url_parameter) -%}\n\n{%- set formatted_url_parameter = \"'\" + url_parameter + \"='\" -%}\n\n{%- set split = dbt.split_part(dbt.split_part(field, formatted_url_parameter, 2), \"'&'\", 1) -%}\n\nnullif({{ split }},'')\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.split_part"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7364445, "supported_languages": null}, "macro.dbt_utils.get_relations_by_prefix": {"name": "get_relations_by_prefix", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_relations_by_prefix.sql", "original_file_path": "macros/sql/get_relations_by_prefix.sql", "unique_id": "macro.dbt_utils.get_relations_by_prefix", "macro_sql": "{% macro get_relations_by_prefix(schema, prefix, exclude='', database=target.database) %}\n {{ return(adapter.dispatch('get_relations_by_prefix', 'dbt_utils')(schema, prefix, exclude, database)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__get_relations_by_prefix"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.73753, "supported_languages": null}, "macro.dbt_utils.default__get_relations_by_prefix": {"name": "default__get_relations_by_prefix", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_relations_by_prefix.sql", "original_file_path": "macros/sql/get_relations_by_prefix.sql", "unique_id": "macro.dbt_utils.default__get_relations_by_prefix", "macro_sql": "{% macro default__get_relations_by_prefix(schema, prefix, exclude='', database=target.database) %}\n\n {%- call statement('get_tables', fetch_result=True) %}\n\n {{ dbt_utils.get_tables_by_prefix_sql(schema, prefix, exclude, database) }}\n\n {%- endcall -%}\n\n {%- set table_list = load_result('get_tables') -%}\n\n {%- if table_list and table_list['table'] -%}\n {%- set tbl_relations = [] -%}\n {%- for row in table_list['table'] -%}\n {%- set tbl_relation = api.Relation.create(\n database=database,\n schema=row.table_schema,\n identifier=row.table_name,\n type=row.table_type\n ) -%}\n {%- do tbl_relations.append(tbl_relation) -%}\n {%- endfor -%}\n\n {{ return(tbl_relations) }}\n {%- else -%}\n {{ return([]) }}\n {%- endif -%}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement", "macro.dbt_utils.get_tables_by_prefix_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7393844, "supported_languages": null}, "macro.dbt_utils.degrees_to_radians": {"name": "degrees_to_radians", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/haversine_distance.sql", "original_file_path": "macros/sql/haversine_distance.sql", "unique_id": "macro.dbt_utils.degrees_to_radians", "macro_sql": "{% macro degrees_to_radians(degrees) -%}\n acos(-1) * {{degrees}} / 180\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7408772, "supported_languages": null}, "macro.dbt_utils.haversine_distance": {"name": "haversine_distance", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/haversine_distance.sql", "original_file_path": "macros/sql/haversine_distance.sql", "unique_id": "macro.dbt_utils.haversine_distance", "macro_sql": "{% macro haversine_distance(lat1, lon1, lat2, lon2, unit='mi') -%}\n {{ return(adapter.dispatch('haversine_distance', 'dbt_utils')(lat1,lon1,lat2,lon2,unit)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__haversine_distance"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7414389, "supported_languages": null}, "macro.dbt_utils.default__haversine_distance": {"name": "default__haversine_distance", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/haversine_distance.sql", "original_file_path": "macros/sql/haversine_distance.sql", "unique_id": "macro.dbt_utils.default__haversine_distance", "macro_sql": "{% macro default__haversine_distance(lat1, lon1, lat2, lon2, unit='mi') -%}\n{%- if unit == 'mi' %}\n {% set conversion_rate = 1 %}\n{% elif unit == 'km' %}\n {% set conversion_rate = 1.60934 %}\n{% else %}\n {{ exceptions.raise_compiler_error(\"unit input must be one of 'mi' or 'km'. Got \" ~ unit) }}\n{% endif %}\n\n 2 * 3961 * asin(sqrt(power((sin(radians(({{ lat2 }} - {{ lat1 }}) / 2))), 2) +\n cos(radians({{lat1}})) * cos(radians({{lat2}})) *\n power((sin(radians(({{ lon2 }} - {{ lon1 }}) / 2))), 2))) * {{ conversion_rate }}\n\n{%- endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.742584, "supported_languages": null}, "macro.dbt_utils.bigquery__haversine_distance": {"name": "bigquery__haversine_distance", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/haversine_distance.sql", "original_file_path": "macros/sql/haversine_distance.sql", "unique_id": "macro.dbt_utils.bigquery__haversine_distance", "macro_sql": "{% macro bigquery__haversine_distance(lat1, lon1, lat2, lon2, unit='mi') -%}\n{% set radians_lat1 = dbt_utils.degrees_to_radians(lat1) %}\n{% set radians_lat2 = dbt_utils.degrees_to_radians(lat2) %}\n{% set radians_lon1 = dbt_utils.degrees_to_radians(lon1) %}\n{% set radians_lon2 = dbt_utils.degrees_to_radians(lon2) %}\n{%- if unit == 'mi' %}\n {% set conversion_rate = 1 %}\n{% elif unit == 'km' %}\n {% set conversion_rate = 1.60934 %}\n{% else %}\n {{ exceptions.raise_compiler_error(\"unit input must be one of 'mi' or 'km'. Got \" ~ unit) }}\n{% endif %}\n 2 * 3961 * asin(sqrt(power(sin(({{ radians_lat2 }} - {{ radians_lat1 }}) / 2), 2) +\n cos({{ radians_lat1 }}) * cos({{ radians_lat2 }}) *\n power(sin(({{ radians_lon2 }} - {{ radians_lon1 }}) / 2), 2))) * {{ conversion_rate }}\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.degrees_to_radians"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7441876, "supported_languages": null}, "macro.dbt_utils.generate_surrogate_key": {"name": "generate_surrogate_key", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/generate_surrogate_key.sql", "original_file_path": "macros/sql/generate_surrogate_key.sql", "unique_id": "macro.dbt_utils.generate_surrogate_key", "macro_sql": "{%- macro generate_surrogate_key(field_list) -%}\n {{ return(adapter.dispatch('generate_surrogate_key', 'dbt_utils')(field_list)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__generate_surrogate_key"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7449954, "supported_languages": null}, "macro.dbt_utils.default__generate_surrogate_key": {"name": "default__generate_surrogate_key", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/generate_surrogate_key.sql", "original_file_path": "macros/sql/generate_surrogate_key.sql", "unique_id": "macro.dbt_utils.default__generate_surrogate_key", "macro_sql": "\n\n{%- macro default__generate_surrogate_key(field_list) -%}\n\n{%- if var('surrogate_key_treat_nulls_as_empty_strings', False) -%}\n {%- set default_null_value = \"\" -%}\n{%- else -%}\n {%- set default_null_value = '_dbt_utils_surrogate_key_null_' -%}\n{%- endif -%}\n\n{%- set fields = [] -%}\n\n{%- for field in field_list -%}\n\n {%- do fields.append(\n \"coalesce(cast(\" ~ field ~ \" as \" ~ dbt.type_string() ~ \"), '\" ~ default_null_value ~\"')\"\n ) -%}\n\n {%- if not loop.last %}\n {%- do fields.append(\"'-'\") -%}\n {%- endif -%}\n\n{%- endfor -%}\n\n{{ dbt.hash(dbt.concat(fields)) }}\n\n{%- endmacro -%}", "depends_on": {"macros": ["macro.dbt.type_string", "macro.dbt.hash", "macro.dbt.concat"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7462642, "supported_languages": null}, "macro.dbt_utils.pivot": {"name": "pivot", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/pivot.sql", "original_file_path": "macros/sql/pivot.sql", "unique_id": "macro.dbt_utils.pivot", "macro_sql": "{% macro pivot(column,\n values,\n alias=True,\n agg='sum',\n cmp='=',\n prefix='',\n suffix='',\n then_value=1,\n else_value=0,\n quote_identifiers=True,\n distinct=False) %}\n {{ return(adapter.dispatch('pivot', 'dbt_utils')(column, values, alias, agg, cmp, prefix, suffix, then_value, else_value, quote_identifiers, distinct)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__pivot"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.747988, "supported_languages": null}, "macro.dbt_utils.default__pivot": {"name": "default__pivot", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/pivot.sql", "original_file_path": "macros/sql/pivot.sql", "unique_id": "macro.dbt_utils.default__pivot", "macro_sql": "{% macro default__pivot(column,\n values,\n alias=True,\n agg='sum',\n cmp='=',\n prefix='',\n suffix='',\n then_value=1,\n else_value=0,\n quote_identifiers=True,\n distinct=False) %}\n {% for value in values %}\n {{ agg }}(\n {% if distinct %} distinct {% endif %}\n case\n when {{ column }} {{ cmp }} '{{ dbt.escape_single_quotes(value) }}'\n then {{ then_value }}\n else {{ else_value }}\n end\n )\n {% if alias %}\n {% if quote_identifiers %}\n as {{ adapter.quote(prefix ~ value ~ suffix) }}\n {% else %}\n as {{ dbt_utils.slugify(prefix ~ value ~ suffix) }}\n {% endif %}\n {% endif %}\n {% if not loop.last %},{% endif %}\n {% endfor %}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.escape_single_quotes", "macro.dbt_utils.slugify"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.749666, "supported_languages": null}, "macro.dbt_utils.get_query_results_as_dict": {"name": "get_query_results_as_dict", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_query_results_as_dict.sql", "original_file_path": "macros/sql/get_query_results_as_dict.sql", "unique_id": "macro.dbt_utils.get_query_results_as_dict", "macro_sql": "{% macro get_query_results_as_dict(query) %}\n {{ return(adapter.dispatch('get_query_results_as_dict', 'dbt_utils')(query)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__get_query_results_as_dict"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.750358, "supported_languages": null}, "macro.dbt_utils.default__get_query_results_as_dict": {"name": "default__get_query_results_as_dict", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_query_results_as_dict.sql", "original_file_path": "macros/sql/get_query_results_as_dict.sql", "unique_id": "macro.dbt_utils.default__get_query_results_as_dict", "macro_sql": "{% macro default__get_query_results_as_dict(query) %}\n\n{# This macro returns a dictionary of the form {column_name: (tuple_of_results)} #}\n\n {%- call statement('get_query_results', fetch_result=True,auto_begin=false) -%}\n\n {{ query }}\n\n {%- endcall -%}\n\n {% set sql_results={} %}\n\n {%- if execute -%}\n {% set sql_results_table = load_result('get_query_results').table.columns %}\n {% for column_name, column in sql_results_table.items() %}\n {% do sql_results.update({column_name: column.values()}) %}\n {% endfor %}\n {%- endif -%}\n\n {{ return(sql_results) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7515662, "supported_languages": null}, "macro.dbt_utils.deduplicate": {"name": "deduplicate", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/deduplicate.sql", "original_file_path": "macros/sql/deduplicate.sql", "unique_id": "macro.dbt_utils.deduplicate", "macro_sql": "{%- macro deduplicate(relation, partition_by, order_by) -%}\n {{ return(adapter.dispatch('deduplicate', 'dbt_utils')(relation, partition_by, order_by)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.snowflake__deduplicate"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7529078, "supported_languages": null}, "macro.dbt_utils.default__deduplicate": {"name": "default__deduplicate", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/deduplicate.sql", "original_file_path": "macros/sql/deduplicate.sql", "unique_id": "macro.dbt_utils.default__deduplicate", "macro_sql": "\n\n{%- macro default__deduplicate(relation, partition_by, order_by) -%}\n\n with row_numbered as (\n select\n _inner.*,\n row_number() over (\n partition by {{ partition_by }}\n order by {{ order_by }}\n ) as rn\n from {{ relation }} as _inner\n )\n\n select\n distinct data.*\n from {{ relation }} as data\n {#\n -- Not all DBs will support natural joins but the ones that do include:\n -- Oracle, MySQL, SQLite, Redshift, Teradata, Materialize, Databricks\n -- Apache Spark, SingleStore, Vertica\n -- Those that do not appear to support natural joins include:\n -- SQLServer, Trino, Presto, Rockset, Athena\n #}\n natural join row_numbered\n where row_numbered.rn = 1\n\n{%- endmacro -%}\n\n", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7533374, "supported_languages": null}, "macro.dbt_utils.redshift__deduplicate": {"name": "redshift__deduplicate", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/deduplicate.sql", "original_file_path": "macros/sql/deduplicate.sql", "unique_id": "macro.dbt_utils.redshift__deduplicate", "macro_sql": "{% macro redshift__deduplicate(relation, partition_by, order_by) -%}\n\n select *\n from {{ relation }} as tt\n qualify\n row_number() over (\n partition by {{ partition_by }}\n order by {{ order_by }}\n ) = 1\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7536995, "supported_languages": null}, "macro.dbt_utils.postgres__deduplicate": {"name": "postgres__deduplicate", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/deduplicate.sql", "original_file_path": "macros/sql/deduplicate.sql", "unique_id": "macro.dbt_utils.postgres__deduplicate", "macro_sql": "\n{%- macro postgres__deduplicate(relation, partition_by, order_by) -%}\n\n select\n distinct on ({{ partition_by }}) *\n from {{ relation }}\n order by {{ partition_by }}{{ ',' ~ order_by }}\n\n{%- endmacro -%}\n\n", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7540853, "supported_languages": null}, "macro.dbt_utils.snowflake__deduplicate": {"name": "snowflake__deduplicate", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/deduplicate.sql", "original_file_path": "macros/sql/deduplicate.sql", "unique_id": "macro.dbt_utils.snowflake__deduplicate", "macro_sql": "\n{%- macro snowflake__deduplicate(relation, partition_by, order_by) -%}\n\n select *\n from {{ relation }}\n qualify\n row_number() over (\n partition by {{ partition_by }}\n order by {{ order_by }}\n ) = 1\n\n{%- endmacro -%}\n\n", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7544372, "supported_languages": null}, "macro.dbt_utils.databricks__deduplicate": {"name": "databricks__deduplicate", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/deduplicate.sql", "original_file_path": "macros/sql/deduplicate.sql", "unique_id": "macro.dbt_utils.databricks__deduplicate", "macro_sql": "\n{%- macro databricks__deduplicate(relation, partition_by, order_by) -%}\n\n select *\n from {{ relation }}\n qualify\n row_number() over (\n partition by {{ partition_by }}\n order by {{ order_by }}\n ) = 1\n\n{%- endmacro -%}\n\n", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.754774, "supported_languages": null}, "macro.dbt_utils.bigquery__deduplicate": {"name": "bigquery__deduplicate", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/deduplicate.sql", "original_file_path": "macros/sql/deduplicate.sql", "unique_id": "macro.dbt_utils.bigquery__deduplicate", "macro_sql": "\n{%- macro bigquery__deduplicate(relation, partition_by, order_by) -%}\n\n select unique.*\n from (\n select\n array_agg (\n original\n order by {{ order_by }}\n limit 1\n )[offset(0)] unique\n from {{ relation }} original\n group by {{ partition_by }}\n )\n\n{%- endmacro -%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.755117, "supported_languages": null}, "macro.dbt_utils.get_tables_by_prefix_sql": {"name": "get_tables_by_prefix_sql", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_tables_by_prefix_sql.sql", "original_file_path": "macros/sql/get_tables_by_prefix_sql.sql", "unique_id": "macro.dbt_utils.get_tables_by_prefix_sql", "macro_sql": "{% macro get_tables_by_prefix_sql(schema, prefix, exclude='', database=target.database) %}\n {{ return(adapter.dispatch('get_tables_by_prefix_sql', 'dbt_utils')(schema, prefix, exclude, database)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__get_tables_by_prefix_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.755872, "supported_languages": null}, "macro.dbt_utils.default__get_tables_by_prefix_sql": {"name": "default__get_tables_by_prefix_sql", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_tables_by_prefix_sql.sql", "original_file_path": "macros/sql/get_tables_by_prefix_sql.sql", "unique_id": "macro.dbt_utils.default__get_tables_by_prefix_sql", "macro_sql": "{% macro default__get_tables_by_prefix_sql(schema, prefix, exclude='', database=target.database) %}\n\n {{ dbt_utils.get_tables_by_pattern_sql(\n schema_pattern = schema,\n table_pattern = prefix ~ '%',\n exclude = exclude,\n database = database\n ) }}\n \n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.get_tables_by_pattern_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7564514, "supported_languages": null}, "macro.dbt_utils.safe_add": {"name": "safe_add", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/safe_add.sql", "original_file_path": "macros/sql/safe_add.sql", "unique_id": "macro.dbt_utils.safe_add", "macro_sql": "{%- macro safe_add(field_list) -%}\n {{ return(adapter.dispatch('safe_add', 'dbt_utils')(field_list)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__safe_add"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7571232, "supported_languages": null}, "macro.dbt_utils.default__safe_add": {"name": "default__safe_add", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/safe_add.sql", "original_file_path": "macros/sql/safe_add.sql", "unique_id": "macro.dbt_utils.default__safe_add", "macro_sql": "\n\n{%- macro default__safe_add(field_list) -%}\n\n{%- if field_list is not iterable or field_list is string or field_list is mapping -%}\n\n{%- set error_message = '\nWarning: the `safe_add` macro now takes a single list argument instead of \\\nstring arguments. The {}.{} model triggered this warning. \\\n'.format(model.package_name, model.name) -%}\n\n{%- do exceptions.warn(error_message) -%}\n\n{%- endif -%}\n\n{% set fields = [] %}\n\n{%- for field in field_list -%}\n\n {% do fields.append(\"coalesce(\" ~ field ~ \", 0)\") %}\n\n{%- endfor -%}\n\n{{ fields|join(' +\\n ') }}\n\n{%- endmacro -%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7585342, "supported_languages": null}, "macro.dbt_utils.nullcheck_table": {"name": "nullcheck_table", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/nullcheck_table.sql", "original_file_path": "macros/sql/nullcheck_table.sql", "unique_id": "macro.dbt_utils.nullcheck_table", "macro_sql": "{% macro nullcheck_table(relation) %}\n {{ return(adapter.dispatch('nullcheck_table', 'dbt_utils')(relation)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__nullcheck_table"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7591274, "supported_languages": null}, "macro.dbt_utils.default__nullcheck_table": {"name": "default__nullcheck_table", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/nullcheck_table.sql", "original_file_path": "macros/sql/nullcheck_table.sql", "unique_id": "macro.dbt_utils.default__nullcheck_table", "macro_sql": "{% macro default__nullcheck_table(relation) %}\n\n {%- do dbt_utils._is_relation(relation, 'nullcheck_table') -%}\n {%- do dbt_utils._is_ephemeral(relation, 'nullcheck_table') -%}\n {% set cols = adapter.get_columns_in_relation(relation) %}\n\n select {{ dbt_utils.nullcheck(cols) }}\n from {{relation}}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils._is_relation", "macro.dbt_utils._is_ephemeral", "macro.dbt_utils.nullcheck"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7598512, "supported_languages": null}, "macro.dbt_utils.get_single_value": {"name": "get_single_value", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_single_value.sql", "original_file_path": "macros/sql/get_single_value.sql", "unique_id": "macro.dbt_utils.get_single_value", "macro_sql": "{% macro get_single_value(query, default=none) %}\n {{ return(adapter.dispatch('get_single_value', 'dbt_utils')(query, default)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__get_single_value"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7607472, "supported_languages": null}, "macro.dbt_utils.default__get_single_value": {"name": "default__get_single_value", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_single_value.sql", "original_file_path": "macros/sql/get_single_value.sql", "unique_id": "macro.dbt_utils.default__get_single_value", "macro_sql": "{% macro default__get_single_value(query, default) %}\n\n{# This macro returns the (0, 0) record in a query, i.e. the first row of the first column #}\n\n {%- call statement('get_query_result', fetch_result=True, auto_begin=false) -%}\n\n {{ query }}\n\n {%- endcall -%}\n\n {%- if execute -%}\n\n {% set r = load_result('get_query_result').table.columns[0].values() %}\n {% if r | length == 0 %}\n {% do print('Query `' ~ query ~ '` returned no rows. Using the default value: ' ~ default) %}\n {% set sql_result = default %}\n {% else %}\n {% set sql_result = r[0] %}\n {% endif %}\n \n {%- else -%}\n \n {% set sql_result = default %}\n \n {%- endif -%}\n\n {% do return(sql_result) %}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7622411, "supported_languages": null}, "macro.dbt_utils.get_relations_by_pattern": {"name": "get_relations_by_pattern", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_relations_by_pattern.sql", "original_file_path": "macros/sql/get_relations_by_pattern.sql", "unique_id": "macro.dbt_utils.get_relations_by_pattern", "macro_sql": "{% macro get_relations_by_pattern(schema_pattern, table_pattern, exclude='', database=target.database) %}\n {{ return(adapter.dispatch('get_relations_by_pattern', 'dbt_utils')(schema_pattern, table_pattern, exclude, database)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__get_relations_by_pattern"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7633996, "supported_languages": null}, "macro.dbt_utils.default__get_relations_by_pattern": {"name": "default__get_relations_by_pattern", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_relations_by_pattern.sql", "original_file_path": "macros/sql/get_relations_by_pattern.sql", "unique_id": "macro.dbt_utils.default__get_relations_by_pattern", "macro_sql": "{% macro default__get_relations_by_pattern(schema_pattern, table_pattern, exclude='', database=target.database) %}\n\n {%- call statement('get_tables', fetch_result=True) %}\n\n {{ dbt_utils.get_tables_by_pattern_sql(schema_pattern, table_pattern, exclude, database) }}\n\n {%- endcall -%}\n\n {%- set table_list = load_result('get_tables') -%}\n\n {%- if table_list and table_list['table'] -%}\n {%- set tbl_relations = [] -%}\n {%- for row in table_list['table'] -%}\n {%- set tbl_relation = api.Relation.create(\n database=database,\n schema=row.table_schema,\n identifier=row.table_name,\n type=row.table_type\n ) -%}\n {%- do tbl_relations.append(tbl_relation) -%}\n {%- endfor -%}\n\n {{ return(tbl_relations) }}\n {%- else -%}\n {{ return([]) }}\n {%- endif -%}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.statement", "macro.dbt_utils.get_tables_by_pattern_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7651339, "supported_languages": null}, "macro.dbt_utils.get_table_types_sql": {"name": "get_table_types_sql", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_table_types_sql.sql", "original_file_path": "macros/sql/get_table_types_sql.sql", "unique_id": "macro.dbt_utils.get_table_types_sql", "macro_sql": "{%- macro get_table_types_sql() -%}\n {{ return(adapter.dispatch('get_table_types_sql', 'dbt_utils')()) }}\n{%- endmacro -%}\n\n", "depends_on": {"macros": ["macro.dbt_utils.default__get_table_types_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7660003, "supported_languages": null}, "macro.dbt_utils.default__get_table_types_sql": {"name": "default__get_table_types_sql", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_table_types_sql.sql", "original_file_path": "macros/sql/get_table_types_sql.sql", "unique_id": "macro.dbt_utils.default__get_table_types_sql", "macro_sql": "{% macro default__get_table_types_sql() %}\n case table_type\n when 'BASE TABLE' then 'table'\n when 'EXTERNAL TABLE' then 'external'\n when 'MATERIALIZED VIEW' then 'materializedview'\n else lower(table_type)\n end as {{ adapter.quote('table_type') }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.766286, "supported_languages": null}, "macro.dbt_utils.postgres__get_table_types_sql": {"name": "postgres__get_table_types_sql", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_table_types_sql.sql", "original_file_path": "macros/sql/get_table_types_sql.sql", "unique_id": "macro.dbt_utils.postgres__get_table_types_sql", "macro_sql": "{% macro postgres__get_table_types_sql() %}\n case table_type\n when 'BASE TABLE' then 'table'\n when 'FOREIGN' then 'external'\n when 'MATERIALIZED VIEW' then 'materializedview'\n else lower(table_type)\n end as {{ adapter.quote('table_type') }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7666202, "supported_languages": null}, "macro.dbt_utils.databricks__get_table_types_sql": {"name": "databricks__get_table_types_sql", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_table_types_sql.sql", "original_file_path": "macros/sql/get_table_types_sql.sql", "unique_id": "macro.dbt_utils.databricks__get_table_types_sql", "macro_sql": "{% macro databricks__get_table_types_sql() %}\n case table_type\n when 'MANAGED' then 'table'\n when 'BASE TABLE' then 'table'\n when 'MATERIALIZED VIEW' then 'materializedview'\n else lower(table_type)\n end as {{ adapter.quote('table_type') }}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.766907, "supported_languages": null}, "macro.dbt_utils.get_powers_of_two": {"name": "get_powers_of_two", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/generate_series.sql", "original_file_path": "macros/sql/generate_series.sql", "unique_id": "macro.dbt_utils.get_powers_of_two", "macro_sql": "{% macro get_powers_of_two(upper_bound) %}\n {{ return(adapter.dispatch('get_powers_of_two', 'dbt_utils')(upper_bound)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__get_powers_of_two"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7682126, "supported_languages": null}, "macro.dbt_utils.default__get_powers_of_two": {"name": "default__get_powers_of_two", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/generate_series.sql", "original_file_path": "macros/sql/generate_series.sql", "unique_id": "macro.dbt_utils.default__get_powers_of_two", "macro_sql": "{% macro default__get_powers_of_two(upper_bound) %}\n\n {% if upper_bound <= 0 %}\n {{ exceptions.raise_compiler_error(\"upper bound must be positive\") }}\n {% endif %}\n\n {% for _ in range(1, 100) %}\n {% if upper_bound <= 2 ** loop.index %}{{ return(loop.index) }}{% endif %}\n {% endfor %}\n\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7691116, "supported_languages": null}, "macro.dbt_utils.generate_series": {"name": "generate_series", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/generate_series.sql", "original_file_path": "macros/sql/generate_series.sql", "unique_id": "macro.dbt_utils.generate_series", "macro_sql": "{% macro generate_series(upper_bound) %}\n {{ return(adapter.dispatch('generate_series', 'dbt_utils')(upper_bound)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__generate_series"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7695227, "supported_languages": null}, "macro.dbt_utils.default__generate_series": {"name": "default__generate_series", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/generate_series.sql", "original_file_path": "macros/sql/generate_series.sql", "unique_id": "macro.dbt_utils.default__generate_series", "macro_sql": "{% macro default__generate_series(upper_bound) %}\n\n {% set n = dbt_utils.get_powers_of_two(upper_bound) %}\n\n with p as (\n select 0 as generated_number union all select 1\n ), unioned as (\n\n select\n\n {% for i in range(n) %}\n p{{i}}.generated_number * power(2, {{i}})\n {% if not loop.last %} + {% endif %}\n {% endfor %}\n + 1\n as generated_number\n\n from\n\n {% for i in range(n) %}\n p as p{{i}}\n {% if not loop.last %} cross join {% endif %}\n {% endfor %}\n\n )\n\n select *\n from unioned\n where generated_number <= {{upper_bound}}\n order by generated_number\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.get_powers_of_two"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7705963, "supported_languages": null}, "macro.dbt_utils.unpivot": {"name": "unpivot", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/unpivot.sql", "original_file_path": "macros/sql/unpivot.sql", "unique_id": "macro.dbt_utils.unpivot", "macro_sql": "{% macro unpivot(relation=none, cast_to='varchar', exclude=none, remove=none, field_name='field_name', value_name='value', quote_identifiers=False) -%}\n {{ return(adapter.dispatch('unpivot', 'dbt_utils')(relation, cast_to, exclude, remove, field_name, value_name, quote_identifiers)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__unpivot"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7729855, "supported_languages": null}, "macro.dbt_utils.default__unpivot": {"name": "default__unpivot", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/unpivot.sql", "original_file_path": "macros/sql/unpivot.sql", "unique_id": "macro.dbt_utils.default__unpivot", "macro_sql": "{% macro default__unpivot(relation=none, cast_to='varchar', exclude=none, remove=none, field_name='field_name', value_name='value', quote_identifiers=False) -%}\n\n {% if not relation %}\n {{ exceptions.raise_compiler_error(\"Error: argument `relation` is required for `unpivot` macro.\") }}\n {% endif %}\n\n {%- set exclude = exclude if exclude is not none else [] %}\n {%- set remove = remove if remove is not none else [] %}\n\n {%- set include_cols = [] %}\n\n {%- set table_columns = {} %}\n\n {%- do table_columns.update({relation: []}) %}\n\n {%- do dbt_utils._is_relation(relation, 'unpivot') -%}\n {%- do dbt_utils._is_ephemeral(relation, 'unpivot') -%}\n {%- set cols = adapter.get_columns_in_relation(relation) %}\n\n {%- for col in cols -%}\n {%- if col.column.lower() not in remove|map('lower') and col.column.lower() not in exclude|map('lower') -%}\n {% do include_cols.append(col) %}\n {%- endif %}\n {%- endfor %}\n\n\n {%- for col in include_cols -%}\n {%- set current_col_name = adapter.quote(col.column) if quote_identifiers else col.column -%}\n select\n {%- for exclude_col in exclude %}\n {{ adapter.quote(exclude_col) if quote_identifiers else exclude_col }},\n {%- endfor %}\n\n cast('{{ col.column }}' as {{ dbt.type_string() }}) as {{ adapter.quote(field_name) if quote_identifiers else field_name }},\n cast( {% if col.data_type == 'boolean' %}\n {{ dbt.cast_bool_to_text(current_col_name) }}\n {% else %}\n {{ current_col_name }}\n {% endif %}\n as {{ cast_to }}) as {{ adapter.quote(value_name) if quote_identifiers else value_name }}\n\n from {{ relation }}\n\n {% if not loop.last -%}\n union all\n {% endif -%}\n {%- endfor -%}\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_utils._is_relation", "macro.dbt_utils._is_ephemeral", "macro.dbt.type_string", "macro.dbt.cast_bool_to_text"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7770772, "supported_languages": null}, "macro.dbt_utils.group_by": {"name": "group_by", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/groupby.sql", "original_file_path": "macros/sql/groupby.sql", "unique_id": "macro.dbt_utils.group_by", "macro_sql": "{%- macro group_by(n) -%}\n {{ return(adapter.dispatch('group_by', 'dbt_utils')(n)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__group_by"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7776926, "supported_languages": null}, "macro.dbt_utils.default__group_by": {"name": "default__group_by", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/groupby.sql", "original_file_path": "macros/sql/groupby.sql", "unique_id": "macro.dbt_utils.default__group_by", "macro_sql": "\n\n{%- macro default__group_by(n) -%}\n\n group by {% for i in range(1, n + 1) -%}\n {{ i }}{{ ',' if not loop.last }} \n {%- endfor -%}\n\n{%- endmacro -%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7782013, "supported_languages": null}, "macro.dbt_utils.get_column_values": {"name": "get_column_values", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_column_values.sql", "original_file_path": "macros/sql/get_column_values.sql", "unique_id": "macro.dbt_utils.get_column_values", "macro_sql": "{% macro get_column_values(table, column, order_by='count(*) desc', max_records=none, default=none, where=none) -%}\n {{ return(adapter.dispatch('get_column_values', 'dbt_utils')(table, column, order_by, max_records, default, where)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__get_column_values"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7799485, "supported_languages": null}, "macro.dbt_utils.default__get_column_values": {"name": "default__get_column_values", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_column_values.sql", "original_file_path": "macros/sql/get_column_values.sql", "unique_id": "macro.dbt_utils.default__get_column_values", "macro_sql": "{% macro default__get_column_values(table, column, order_by='count(*) desc', max_records=none, default=none, where=none) -%}\n {#-- Prevent querying of db in parsing mode. This works because this macro does not create any new refs. #}\n {%- if not execute -%}\n {% set default = [] if not default %}\n {{ return(default) }}\n {% endif %}\n\n {%- do dbt_utils._is_ephemeral(table, 'get_column_values') -%}\n\n {# Not all relations are tables. Renaming for internal clarity without breaking functionality for anyone using named arguments #}\n {# TODO: Change the method signature in a future 0.x.0 release #}\n {%- set target_relation = table -%}\n\n {# adapter.load_relation is a convenience wrapper to avoid building a Relation when we already have one #}\n {% set relation_exists = (load_relation(target_relation)) is not none %}\n\n {%- call statement('get_column_values', fetch_result=true) %}\n\n {%- if not relation_exists and default is none -%}\n\n {{ exceptions.raise_compiler_error(\"In get_column_values(): relation \" ~ target_relation ~ \" does not exist and no default value was provided.\") }}\n\n {%- elif not relation_exists and default is not none -%}\n\n {{ log(\"Relation \" ~ target_relation ~ \" does not exist. Returning the default value: \" ~ default) }}\n\n {{ return(default) }}\n\n {%- else -%}\n\n\n select\n {{ column }} as value\n\n from {{ target_relation }}\n\n {% if where is not none %}\n where {{ where }}\n {% endif %}\n\n group by {{ column }}\n order by {{ order_by }}\n\n {% if max_records is not none %}\n limit {{ max_records }}\n {% endif %}\n\n {% endif %}\n\n {%- endcall -%}\n\n {%- set value_list = load_result('get_column_values') -%}\n\n {%- if value_list and value_list['data'] -%}\n {%- set values = value_list['data'] | map(attribute=0) | list %}\n {{ return(values) }}\n {%- else -%}\n {{ return(default) }}\n {%- endif -%}\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_utils._is_ephemeral", "macro.dbt.load_relation", "macro.dbt.statement"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7829237, "supported_languages": null}, "macro.dbt_utils.star": {"name": "star", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/star.sql", "original_file_path": "macros/sql/star.sql", "unique_id": "macro.dbt_utils.star", "macro_sql": "{% macro star(from, relation_alias=False, except=[], prefix='', suffix='', quote_identifiers=True) -%}\r\n {{ return(adapter.dispatch('star', 'dbt_utils')(from, relation_alias, except, prefix, suffix, quote_identifiers)) }}\r\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__star"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7848618, "supported_languages": null}, "macro.dbt_utils.default__star": {"name": "default__star", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/star.sql", "original_file_path": "macros/sql/star.sql", "unique_id": "macro.dbt_utils.default__star", "macro_sql": "{% macro default__star(from, relation_alias=False, except=[], prefix='', suffix='', quote_identifiers=True) -%}\r\n {%- do dbt_utils._is_relation(from, 'star') -%}\r\n {%- do dbt_utils._is_ephemeral(from, 'star') -%}\r\n\r\n {#-- Prevent querying of db in parsing mode. This works because this macro does not create any new refs. #}\r\n {%- if not execute -%}\r\n {% do return('*') %}\r\n {%- endif -%}\r\n\r\n {% set cols = dbt_utils.get_filtered_columns_in_relation(from, except) %}\r\n\r\n {%- if cols|length <= 0 -%}\r\n {% if flags.WHICH == 'compile' %}\r\n {% set response %}\r\n*\r\n/* No columns were returned. Maybe the relation doesn't exist yet \r\nor all columns were excluded. This star is only output during \r\ndbt compile, and exists to keep SQLFluff happy. */\r\n {% endset %}\r\n {% do return(response) %}\r\n {% else %}\r\n {% do return(\"/* no columns returned from star() macro */\") %}\r\n {% endif %}\r\n {%- else -%}\r\n {%- for col in cols %}\r\n {%- if relation_alias %}{{ relation_alias }}.{% else %}{%- endif -%}\r\n {%- if quote_identifiers -%}\r\n {{ adapter.quote(col)|trim }} {%- if prefix!='' or suffix!='' %} as {{ adapter.quote(prefix ~ col ~ suffix)|trim }} {%- endif -%}\r\n {%- else -%}\r\n {{ col|trim }} {%- if prefix!='' or suffix!='' %} as {{ (prefix ~ col ~ suffix)|trim }} {%- endif -%}\r\n {% endif %}\r\n {%- if not loop.last %},{{ '\\n ' }}{%- endif -%}\r\n {%- endfor -%}\r\n {% endif %}\r\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_utils._is_relation", "macro.dbt_utils._is_ephemeral", "macro.dbt_utils.get_filtered_columns_in_relation"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7876747, "supported_languages": null}, "macro.dbt_utils.safe_subtract": {"name": "safe_subtract", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/safe_subtract.sql", "original_file_path": "macros/sql/safe_subtract.sql", "unique_id": "macro.dbt_utils.safe_subtract", "macro_sql": "{%- macro safe_subtract(field_list) -%}\n {{ return(adapter.dispatch('safe_subtract', 'dbt_utils')(field_list)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__safe_subtract"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7883768, "supported_languages": null}, "macro.dbt_utils.default__safe_subtract": {"name": "default__safe_subtract", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/safe_subtract.sql", "original_file_path": "macros/sql/safe_subtract.sql", "unique_id": "macro.dbt_utils.default__safe_subtract", "macro_sql": "\n\n{%- macro default__safe_subtract(field_list) -%}\n\n{%- if field_list is not iterable or field_list is string or field_list is mapping -%}\n\n{%- set error_message = '\nWarning: the `safe_subtract` macro takes a single list argument instead of \\\nstring arguments. The {}.{} model triggered this warning. \\\n'.format(model.package_name, model.name) -%}\n\n{%- do exceptions.raise_compiler_error(error_message) -%}\n\n{%- endif -%}\n\n{% set fields = [] %}\n\n{%- for field in field_list -%}\n\n {% do fields.append(\"coalesce(\" ~ field ~ \", 0)\") %}\n\n{%- endfor -%}\n\n{{ fields|join(' -\\n ') }}\n\n{%- endmacro -%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.789465, "supported_languages": null}, "macro.dbt_utils.safe_divide": {"name": "safe_divide", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/safe_divide.sql", "original_file_path": "macros/sql/safe_divide.sql", "unique_id": "macro.dbt_utils.safe_divide", "macro_sql": "{% macro safe_divide(numerator, denominator) -%}\n {{ return(adapter.dispatch('safe_divide', 'dbt_utils')(numerator, denominator)) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__safe_divide"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7900002, "supported_languages": null}, "macro.dbt_utils.default__safe_divide": {"name": "default__safe_divide", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/safe_divide.sql", "original_file_path": "macros/sql/safe_divide.sql", "unique_id": "macro.dbt_utils.default__safe_divide", "macro_sql": "{% macro default__safe_divide(numerator, denominator) %}\n ( {{ numerator }} ) / nullif( ( {{ denominator }} ), 0)\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7902756, "supported_languages": null}, "macro.dbt_utils.get_filtered_columns_in_relation": {"name": "get_filtered_columns_in_relation", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_filtered_columns_in_relation.sql", "original_file_path": "macros/sql/get_filtered_columns_in_relation.sql", "unique_id": "macro.dbt_utils.get_filtered_columns_in_relation", "macro_sql": "{% macro get_filtered_columns_in_relation(from, except=[]) -%}\n {{ return(adapter.dispatch('get_filtered_columns_in_relation', 'dbt_utils')(from, except)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__get_filtered_columns_in_relation"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7910905, "supported_languages": null}, "macro.dbt_utils.default__get_filtered_columns_in_relation": {"name": "default__get_filtered_columns_in_relation", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_filtered_columns_in_relation.sql", "original_file_path": "macros/sql/get_filtered_columns_in_relation.sql", "unique_id": "macro.dbt_utils.default__get_filtered_columns_in_relation", "macro_sql": "{% macro default__get_filtered_columns_in_relation(from, except=[]) -%}\n {%- do dbt_utils._is_relation(from, 'get_filtered_columns_in_relation') -%}\n {%- do dbt_utils._is_ephemeral(from, 'get_filtered_columns_in_relation') -%}\n\n {# -- Prevent querying of db in parsing mode. This works because this macro does not create any new refs. #}\n {%- if not execute -%}\n {{ return('') }}\n {% endif %}\n\n {%- set include_cols = [] %}\n {%- set cols = adapter.get_columns_in_relation(from) -%}\n {%- set except = except | map(\"lower\") | list %}\n {%- for col in cols -%}\n {%- if col.column|lower not in except -%}\n {% do include_cols.append(col.column) %}\n {%- endif %}\n {%- endfor %}\n\n {{ return(include_cols) }}\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_utils._is_relation", "macro.dbt_utils._is_ephemeral"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.7925391, "supported_languages": null}, "macro.dbt_utils.union_relations": {"name": "union_relations", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/union.sql", "original_file_path": "macros/sql/union.sql", "unique_id": "macro.dbt_utils.union_relations", "macro_sql": "{%- macro union_relations(relations, column_override=none, include=[], exclude=[], source_column_name='_dbt_source_relation', where=none) -%}\n {{ return(adapter.dispatch('union_relations', 'dbt_utils')(relations, column_override, include, exclude, source_column_name, where)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__union_relations"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.796731, "supported_languages": null}, "macro.dbt_utils.default__union_relations": {"name": "default__union_relations", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/union.sql", "original_file_path": "macros/sql/union.sql", "unique_id": "macro.dbt_utils.default__union_relations", "macro_sql": "\n\n{%- macro default__union_relations(relations, column_override=none, include=[], exclude=[], source_column_name='_dbt_source_relation', where=none) -%}\n\n {%- if exclude and include -%}\n {{ exceptions.raise_compiler_error(\"Both an exclude and include list were provided to the `union` macro. Only one is allowed\") }}\n {%- endif -%}\n\n {#-- Prevent querying of db in parsing mode. This works because this macro does not create any new refs. -#}\n {%- if not execute %}\n {{ return('') }}\n {% endif -%}\n\n {%- set column_override = column_override if column_override is not none else {} -%}\n\n {%- set relation_columns = {} -%}\n {%- set column_superset = {} -%}\n {%- set all_excludes = [] -%}\n {%- set all_includes = [] -%}\n\n {%- if exclude -%}\n {%- for exc in exclude -%}\n {%- do all_excludes.append(exc | lower) -%}\n {%- endfor -%}\n {%- endif -%}\n\n {%- if include -%}\n {%- for inc in include -%}\n {%- do all_includes.append(inc | lower) -%}\n {%- endfor -%}\n {%- endif -%}\n\n {%- for relation in relations -%}\n\n {%- do relation_columns.update({relation: []}) -%}\n\n {%- do dbt_utils._is_relation(relation, 'union_relations') -%}\n {%- do dbt_utils._is_ephemeral(relation, 'union_relations') -%}\n {%- set cols = adapter.get_columns_in_relation(relation) -%}\n {%- for col in cols -%}\n\n {#- If an exclude list was provided and the column is in the list, do nothing -#}\n {%- if exclude and col.column | lower in all_excludes -%}\n\n {#- If an include list was provided and the column is not in the list, do nothing -#}\n {%- elif include and col.column | lower not in all_includes -%}\n\n {#- Otherwise add the column to the column superset -#}\n {%- else -%}\n\n {#- update the list of columns in this relation -#}\n {%- do relation_columns[relation].append(col.column) -%}\n\n {%- if col.column in column_superset -%}\n\n {%- set stored = column_superset[col.column] -%}\n {%- if col.is_string() and stored.is_string() and col.string_size() > stored.string_size() -%}\n\n {%- do column_superset.update({col.column: col}) -%}\n\n {%- endif %}\n\n {%- else -%}\n\n {%- do column_superset.update({col.column: col}) -%}\n\n {%- endif -%}\n\n {%- endif -%}\n\n {%- endfor -%}\n {%- endfor -%}\n\n {%- set ordered_column_names = column_superset.keys() -%}\n {%- set dbt_command = flags.WHICH -%}\n\n\n {% if dbt_command in ['run', 'build'] %}\n {% if (include | length > 0 or exclude | length > 0) and not column_superset.keys() %}\n {%- set relations_string -%}\n {%- for relation in relations -%}\n {{ relation.name }}\n {%- if not loop.last %}, {% endif -%}\n {%- endfor -%}\n {%- endset -%}\n\n {%- set error_message -%}\n There were no columns found to union for relations {{ relations_string }}\n {%- endset -%}\n\n {{ exceptions.raise_compiler_error(error_message) }}\n {%- endif -%}\n {%- endif -%}\n\n {%- for relation in relations %}\n\n (\n select\n\n {%- if source_column_name is not none %}\n cast({{ dbt.string_literal(relation) }} as {{ dbt.type_string() }}) as {{ source_column_name }},\n {%- endif %}\n\n {% for col_name in ordered_column_names -%}\n\n {%- set col = column_superset[col_name] %}\n {%- set col_type = column_override.get(col.column, col.data_type) %}\n {%- set col_name = adapter.quote(col_name) if col_name in relation_columns[relation] else 'null' %}\n cast({{ col_name }} as {{ col_type }}) as {{ col.quoted }} {% if not loop.last %},{% endif -%}\n\n {%- endfor %}\n\n from {{ relation }}\n\n {% if where -%}\n where {{ where }}\n {%- endif %}\n )\n\n {% if not loop.last -%}\n union all\n {% endif -%}\n\n {%- endfor -%}\n\n{%- endmacro -%}", "depends_on": {"macros": ["macro.dbt_utils._is_relation", "macro.dbt_utils._is_ephemeral", "macro.dbt.string_literal", "macro.dbt.type_string"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.8036475, "supported_languages": null}, "macro.dbt_utils.get_intervals_between": {"name": "get_intervals_between", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/date_spine.sql", "original_file_path": "macros/sql/date_spine.sql", "unique_id": "macro.dbt_utils.get_intervals_between", "macro_sql": "{% macro get_intervals_between(start_date, end_date, datepart) -%}\n {{ return(adapter.dispatch('get_intervals_between', 'dbt_utils')(start_date, end_date, datepart)) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__get_intervals_between"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.8048072, "supported_languages": null}, "macro.dbt_utils.default__get_intervals_between": {"name": "default__get_intervals_between", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/date_spine.sql", "original_file_path": "macros/sql/date_spine.sql", "unique_id": "macro.dbt_utils.default__get_intervals_between", "macro_sql": "{% macro default__get_intervals_between(start_date, end_date, datepart) -%}\n {%- call statement('get_intervals_between', fetch_result=True) %}\n\n select {{ dbt.datediff(start_date, end_date, datepart) }}\n\n {%- endcall -%}\n\n {%- set value_list = load_result('get_intervals_between') -%}\n\n {%- if value_list and value_list['data'] -%}\n {%- set values = value_list['data'] | map(attribute=0) | list %}\n {{ return(values[0]) }}\n {%- else -%}\n {{ return(1) }}\n {%- endif -%}\n\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.statement", "macro.dbt.datediff"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.805992, "supported_languages": null}, "macro.dbt_utils.date_spine": {"name": "date_spine", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/date_spine.sql", "original_file_path": "macros/sql/date_spine.sql", "unique_id": "macro.dbt_utils.date_spine", "macro_sql": "{% macro date_spine(datepart, start_date, end_date) %}\n {{ return(adapter.dispatch('date_spine', 'dbt_utils')(datepart, start_date, end_date)) }}\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__date_spine"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.8064604, "supported_languages": null}, "macro.dbt_utils.default__date_spine": {"name": "default__date_spine", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/date_spine.sql", "original_file_path": "macros/sql/date_spine.sql", "unique_id": "macro.dbt_utils.default__date_spine", "macro_sql": "{% macro default__date_spine(datepart, start_date, end_date) %}\n\n\n{# call as follows:\n\ndate_spine(\n \"day\",\n \"to_date('01/01/2016', 'mm/dd/yyyy')\",\n \"dbt.dateadd(week, 1, current_date)\"\n) #}\n\n\nwith rawdata as (\n\n {{dbt_utils.generate_series(\n dbt_utils.get_intervals_between(start_date, end_date, datepart)\n )}}\n\n),\n\nall_periods as (\n\n select (\n {{\n dbt.dateadd(\n datepart,\n \"row_number() over (order by 1) - 1\",\n start_date\n )\n }}\n ) as date_{{datepart}}\n from rawdata\n\n),\n\nfiltered as (\n\n select *\n from all_periods\n where date_{{datepart}} <= {{ end_date }}\n\n)\n\nselect * from filtered\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.generate_series", "macro.dbt_utils.get_intervals_between", "macro.dbt.dateadd"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.8071563, "supported_languages": null}, "macro.dbt_utils.get_tables_by_pattern_sql": {"name": "get_tables_by_pattern_sql", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_tables_by_pattern_sql.sql", "original_file_path": "macros/sql/get_tables_by_pattern_sql.sql", "unique_id": "macro.dbt_utils.get_tables_by_pattern_sql", "macro_sql": "{% macro get_tables_by_pattern_sql(schema_pattern, table_pattern, exclude='', database=target.database) %}\n {{ return(adapter.dispatch('get_tables_by_pattern_sql', 'dbt_utils')\n (schema_pattern, table_pattern, exclude, database)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__get_tables_by_pattern_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.8111732, "supported_languages": null}, "macro.dbt_utils.default__get_tables_by_pattern_sql": {"name": "default__get_tables_by_pattern_sql", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_tables_by_pattern_sql.sql", "original_file_path": "macros/sql/get_tables_by_pattern_sql.sql", "unique_id": "macro.dbt_utils.default__get_tables_by_pattern_sql", "macro_sql": "{% macro default__get_tables_by_pattern_sql(schema_pattern, table_pattern, exclude='', database=target.database) %}\n\n select distinct\n table_schema as {{ adapter.quote('table_schema') }},\n table_name as {{ adapter.quote('table_name') }},\n {{ dbt_utils.get_table_types_sql() }}\n from {{ database }}.information_schema.tables\n where table_schema ilike '{{ schema_pattern }}'\n and table_name ilike '{{ table_pattern }}'\n and table_name not ilike '{{ exclude }}'\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.get_table_types_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.8118985, "supported_languages": null}, "macro.dbt_utils.redshift__get_tables_by_pattern_sql": {"name": "redshift__get_tables_by_pattern_sql", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_tables_by_pattern_sql.sql", "original_file_path": "macros/sql/get_tables_by_pattern_sql.sql", "unique_id": "macro.dbt_utils.redshift__get_tables_by_pattern_sql", "macro_sql": "{% macro redshift__get_tables_by_pattern_sql(schema_pattern, table_pattern, exclude='', database=target.database) %}\n\n {% set sql %}\n select distinct\n table_schema as {{ adapter.quote('table_schema') }},\n table_name as {{ adapter.quote('table_name') }},\n {{ dbt_utils.get_table_types_sql() }}\n from \"{{ database }}\".\"information_schema\".\"tables\"\n where table_schema ilike '{{ schema_pattern }}'\n and table_name ilike '{{ table_pattern }}'\n and table_name not ilike '{{ exclude }}'\n union all\n select distinct\n schemaname as {{ adapter.quote('table_schema') }},\n tablename as {{ adapter.quote('table_name') }},\n 'external' as {{ adapter.quote('table_type') }}\n from svv_external_tables\n where redshift_database_name = '{{ database }}'\n and schemaname ilike '{{ schema_pattern }}'\n and table_name ilike '{{ table_pattern }}'\n and table_name not ilike '{{ exclude }}'\n {% endset %}\n\n {{ return(sql) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.get_table_types_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.813226, "supported_languages": null}, "macro.dbt_utils.bigquery__get_tables_by_pattern_sql": {"name": "bigquery__get_tables_by_pattern_sql", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_tables_by_pattern_sql.sql", "original_file_path": "macros/sql/get_tables_by_pattern_sql.sql", "unique_id": "macro.dbt_utils.bigquery__get_tables_by_pattern_sql", "macro_sql": "{% macro bigquery__get_tables_by_pattern_sql(schema_pattern, table_pattern, exclude='', database=target.database) %}\n\n {% if '%' in schema_pattern %}\n {% set schemata=dbt_utils._bigquery__get_matching_schemata(schema_pattern, database) %}\n {% else %}\n {% set schemata=[schema_pattern] %}\n {% endif %}\n\n {% set sql %}\n {% for schema in schemata %}\n select distinct\n table_schema,\n table_name,\n {{ dbt_utils.get_table_types_sql() }}\n\n from {{ adapter.quote(database) }}.{{ schema }}.INFORMATION_SCHEMA.TABLES\n where lower(table_name) like lower ('{{ table_pattern }}')\n and lower(table_name) not like lower ('{{ exclude }}')\n\n {% if not loop.last %} union all {% endif %}\n\n {% endfor %}\n {% endset %}\n\n {{ return(sql) }}\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils._bigquery__get_matching_schemata", "macro.dbt_utils.get_table_types_sql"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.8146653, "supported_languages": null}, "macro.dbt_utils._bigquery__get_matching_schemata": {"name": "_bigquery__get_matching_schemata", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/get_tables_by_pattern_sql.sql", "original_file_path": "macros/sql/get_tables_by_pattern_sql.sql", "unique_id": "macro.dbt_utils._bigquery__get_matching_schemata", "macro_sql": "{% macro _bigquery__get_matching_schemata(schema_pattern, database) %}\n {% if execute %}\n\n {% set sql %}\n select schema_name from {{ adapter.quote(database) }}.INFORMATION_SCHEMA.SCHEMATA\n where lower(schema_name) like lower('{{ schema_pattern }}')\n {% endset %}\n\n {% set results=run_query(sql) %}\n\n {% set schemata=results.columns['schema_name'].values() %}\n\n {{ return(schemata) }}\n\n {% else %}\n\n {{ return([]) }}\n\n {% endif %}\n\n\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt.run_query"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.8156657, "supported_languages": null}, "macro.dbt_utils.surrogate_key": {"name": "surrogate_key", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/surrogate_key.sql", "original_file_path": "macros/sql/surrogate_key.sql", "unique_id": "macro.dbt_utils.surrogate_key", "macro_sql": "{%- macro surrogate_key(field_list) -%}\n {% set frustrating_jinja_feature = varargs %}\n {{ return(adapter.dispatch('surrogate_key', 'dbt_utils')(field_list, *varargs)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__surrogate_key"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.8163795, "supported_languages": null}, "macro.dbt_utils.default__surrogate_key": {"name": "default__surrogate_key", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/surrogate_key.sql", "original_file_path": "macros/sql/surrogate_key.sql", "unique_id": "macro.dbt_utils.default__surrogate_key", "macro_sql": "\n\n{%- macro default__surrogate_key(field_list) -%}\n\n{%- set error_message = '\nWarning: `dbt_utils.surrogate_key` has been replaced by \\\n`dbt_utils.generate_surrogate_key`. The new macro treats null values \\\ndifferently to empty strings. To restore the behaviour of the original \\\nmacro, add a global variable in dbt_project.yml called \\\n`surrogate_key_treat_nulls_as_empty_strings` to your \\\ndbt_project.yml file with a value of True. \\\nThe {}.{} model triggered this warning. \\\n'.format(model.package_name, model.name) -%}\n\n{%- do exceptions.raise_compiler_error(error_message) -%}\n\n{%- endmacro -%}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.8168473, "supported_languages": null}, "macro.dbt_utils.nullcheck": {"name": "nullcheck", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/nullcheck.sql", "original_file_path": "macros/sql/nullcheck.sql", "unique_id": "macro.dbt_utils.nullcheck", "macro_sql": "{% macro nullcheck(cols) %}\n {{ return(adapter.dispatch('nullcheck', 'dbt_utils')(cols)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.default__nullcheck"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.817464, "supported_languages": null}, "macro.dbt_utils.default__nullcheck": {"name": "default__nullcheck", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/nullcheck.sql", "original_file_path": "macros/sql/nullcheck.sql", "unique_id": "macro.dbt_utils.default__nullcheck", "macro_sql": "{% macro default__nullcheck(cols) %}\n{%- for col in cols %}\n\n {% if col.is_string() -%}\n\n nullif({{col.name}},'') as {{col.name}}\n\n {%- else -%}\n\n {{col.name}}\n\n {%- endif -%}\n\n{%- if not loop.last -%} , {%- endif -%}\n\n{%- endfor -%}\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.8181264, "supported_languages": null}, "macro.dbt_utils.width_bucket": {"name": "width_bucket", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/width_bucket.sql", "original_file_path": "macros/sql/width_bucket.sql", "unique_id": "macro.dbt_utils.width_bucket", "macro_sql": "{% macro width_bucket(expr, min_value, max_value, num_buckets) %}\n {{ return(adapter.dispatch('width_bucket', 'dbt_utils') (expr, min_value, max_value, num_buckets)) }}\n{% endmacro %}", "depends_on": {"macros": ["macro.dbt_utils.snowflake__width_bucket"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.8192885, "supported_languages": null}, "macro.dbt_utils.default__width_bucket": {"name": "default__width_bucket", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/width_bucket.sql", "original_file_path": "macros/sql/width_bucket.sql", "unique_id": "macro.dbt_utils.default__width_bucket", "macro_sql": "{% macro default__width_bucket(expr, min_value, max_value, num_buckets) -%}\n\n {% set bin_size -%}\n (( {{ max_value }} - {{ min_value }} ) / {{ num_buckets }} )\n {%- endset %}\n (\n -- to break ties when the amount is eaxtly at the bucket egde\n case\n when\n mod(\n {{ dbt.safe_cast(expr, dbt.type_numeric() ) }},\n {{ dbt.safe_cast(bin_size, dbt.type_numeric() ) }}\n ) = 0\n then 1\n else 0\n end\n ) +\n -- Anything over max_value goes the N+1 bucket\n least(\n ceil(\n ({{ expr }} - {{ min_value }})/{{ bin_size }}\n ),\n {{ num_buckets }} + 1\n )\n{%- endmacro %}", "depends_on": {"macros": ["macro.dbt.safe_cast", "macro.dbt.type_numeric"]}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.8202012, "supported_languages": null}, "macro.dbt_utils.snowflake__width_bucket": {"name": "snowflake__width_bucket", "resource_type": "macro", "package_name": "dbt_utils", "path": "macros/sql/width_bucket.sql", "original_file_path": "macros/sql/width_bucket.sql", "unique_id": "macro.dbt_utils.snowflake__width_bucket", "macro_sql": "{% macro snowflake__width_bucket(expr, min_value, max_value, num_buckets) %}\n width_bucket({{ expr }}, {{ min_value }}, {{ max_value }}, {{ num_buckets }} )\n{% endmacro %}", "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true, "node_color": null}, "patch_path": null, "arguments": [], "created_at": 1728904553.8206005, "supported_languages": null}}, "docs": {"doc.snowplow_utils.macro_app_id_filter": {"name": "macro_app_id_filter", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_app_id_filter", "block_contents": "Generates a `sql` filter for the values in `app_ids` applied on the `app_id` column.\n\n#### Returns\n\n`app_id in (...)` if any `app_ids` are provided, otherwise `true`.\n\n#### Usage\n\n```sql\napp_id_filter(['web', 'mobile', 'news'])\n\n-- returns\napp_id in ('web', 'mobile', 'news')\n```"}, "doc.snowplow_utils.macro_get_columns_in_relation_by_column_prefix": {"name": "macro_get_columns_in_relation_by_column_prefix", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_get_columns_in_relation_by_column_prefix", "block_contents": "This macro returns an array of column objects within a relation that start with the given column prefix. This is useful when you have multiple versions of a column within a table and want to dynamically identify all versions.\n\n#### Returns\n\nAn array of (column objects)[https://docs.getdbt.com/reference/dbt-classes#column]. The name of each column can be accessed with the name property.\n\n#### Usage\n\n```sql\nget_columns_in_relation_by_column_prefix(ref('snowplow_web_base_events_this_run'), 'domain')\n\n-- returns\n['domain_sessionid', 'domain_userid', 'domain_sessionidx',...]\n\n{% set matched_columns = snowplow_utils.get_columns_in_relation_by_column_prefix(\n relation=ref('snowplow_web_base_events_this_run'),\n column_prefix='custom_context_1_0_'\n ) %}\n\n{% for column in matched_columns %}\n{{ column.name }}\n{% endfor %}\n\n# Renders to something like:\n'custom_context_1_0_1'\n'custom_context_1_0_2'\n'custom_context_1_0_3'\n\n```"}, "doc.snowplow_utils.macro_get_schemas_by_pattern": {"name": "macro_get_schemas_by_pattern", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_get_schemas_by_pattern", "block_contents": "Given a pattern, finds and returns all schemas that match that pattern. Note that for databricks any single character matches (`_`) will not be properly translated due to databricks using a regex expression instead of a SQL `like` clause.\n\n #### Returns\n\n A list of schemas that match the pattern provided."}, "doc.snowplow_utils.macro_get_value_by_target_type": {"name": "macro_get_value_by_target_type", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_get_value_by_target_type", "block_contents": "Returns the value provided based on the `target.type`. This is useful when you need a different value based on which warehouse is being used e.g. cluster fields or partition keys.\n\n#### Returns\n\nThe appropriate value for the target warehouse type, or an error if not an expected target type."}, "doc.snowplow_utils.macro_get_value_by_target": {"name": "macro_get_value_by_target", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_get_value_by_target", "block_contents": "This macro is designed to dynamically return values based on the target (`target.name`) you are running against. Your target names are defined in your [profiles.yml](https://docs.getdbt.com/reference/profiles.yml) file. This can be useful for dynamically changing variables within your project, depending on whether you are running in dev or prod.\n\n#### Returns\n\nThe value relevant to the target environment\n\n#### Usage\n\n```yml\n\n# dbt_project.yml\n...\nvars:\nsnowplow_web:\n snowplow__backfill_limit_days: \"{{ snowplow_utils.get_value_by_target(dev_value=1, default_value=30, dev_target_name='dev') }}\"\n\n```"}, "doc.snowplow_utils.macro_is_run_with_new_events": {"name": "macro_is_run_with_new_events", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_is_run_with_new_events", "block_contents": "This macro is designed for use with Snowplow data modelling packages like `snowplow-web`. It can be used in any incremental models, to effectively block the incremental model from being updated with old data which it has already consumed. This saves cost as well as preventing historical data from being overwritten with partially complete data (due to a batch back-fill for instance).\n\nThe macro utilizes the `snowplow_[platform]_incremental_manifest` table to determine whether the model from which the macro is called, i.e. `{{ this }}`, has already consumed the data in the given run. If it has, it returns `false`. If the data in the run contains new data, `true` is returned.\n\nFor the sessions lifecycle identifier it does not use the manifest as this table is not included in it.\n\n#### Returns\n\n`true` if the run contains new events previously not consumed by `this`, `false` otherwise.\n\n#### Usage\n\n```sql\n\n{{\nconfig(\n materialized='incremental',\n unique_key='screen_view_id',\n upsert_date_key='start_tstamp'\n)\n}}\n\nselect\n...\n\nfrom {{ ref('snowplow_mobile_base_events_this_run' ) }}\nwhere {{ snowplow_utils.is_run_with_new_events('snowplow_mobile') }} --returns false if run doesn't contain new events.\n\n```"}, "doc.snowplow_utils.macro_log_message": {"name": "macro_log_message", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_log_message", "block_contents": "A wrapper macro for the `dbt_utils.pretty_log_format` using the `snowplow__has_log_enabled` to determine if the log is also printed to the stdout."}, "doc.snowplow_utils.macro_post_ci_cleanup": {"name": "macro_post_ci_cleanup", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_post_ci_cleanup", "block_contents": "This macro deletes all schemas that start with the specified `schema_pattern`, mostly for use before/after CI testing to ensure a clean start and removal of data after CI tests."}, "doc.snowplow_utils.macro_print_list": {"name": "macro_print_list", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_print_list", "block_contents": "Prints an array as a `seperator` separated quoted list.\n\n#### Returns\n\nSeparated output of items in the list, quoted."}, "doc.snowplow_utils.macro_return_limits_from_model": {"name": "macro_return_limits_from_model", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_return_limits_from_model", "block_contents": "Calculates and returns the minimum (lower) and maximum (upper) values of specified columns within the specified table. Useful to find ranges of a column within a table.\n\n#### Returns\n\nA list of two objects, the lower and upper values from the columns in the model"}, "doc.snowplow_utils.macro_set_query_tag": {"name": "macro_set_query_tag", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_set_query_tag", "block_contents": "This macro takes a provided statement as argument and generates the SQL command to set this statement as the query_tag for Snowflake databases, and does nothing otherwise. It can be used to safely set the query_tag regardless of database type.\n\n#### Returns\n\nAn alter session command set to the `query_tag` to the `statement` for Snowflake, otherwise nothing\n\n#### Usage\n\n```sql\n\n{{ snowplow_utils.set_query_tag('snowplow_query_tag') }}\n\n```"}, "doc.snowplow_utils.macro_n_timedeltas_ago": {"name": "macro_n_timedeltas_ago", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_n_timedeltas_ago", "block_contents": "This macro takes the current timestamp and subtracts `n` units, as defined by the `timedelta_attribute`, from it. This is achieved using the Python datetime module, rather than querying your database. By combining this with the `get_value_by_target` macro, you can dynamically set dates depending on your environment.\n\n#### Returns\n\nCurrent timestamp minus `n` units.\n\n#### Usage\n\n```sql\n\n{{ snowplow_utils.n_timedeltas_ago(1, 'weeks') }}\n\n```"}, "doc.snowplow_utils.macro_get_string_agg": {"name": "macro_get_string_agg", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_get_string_agg", "block_contents": "This macro takes care of harmonising cross-db `list_agg`, `string_agg` type functions. These are aggregate functions (i.e. to be used with a `group by`) that take values from grouped rows and concatenates them into a single string. This macro supports ordering values by an arbitrary column and ensuring unique values (i.e. applying distinct).\n\nNote that databricks does not have list/string_agg function so a more complex expression is used.\n\n#### Returns\n\nThe data warehouse appropriate sql to perform a list/string_agg. \n\n#### Usage\n\n```sql\nselect\n...\n{{ snowplow_utils.get_string_agg('base_column', 'column_prefix', ';', 'order_by_col', sort_numeric=true, order_by_column_prefix='order_by_column_prefix', is_distict=True, order_desc=True) }},\n...\nfrom ...\ngroup by ...\n\n```"}, "doc.snowplow_utils.macro_get_split_to_array": {"name": "macro_get_split_to_array", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_get_split_to_array", "block_contents": "This macro takes care of harmonising cross-db split to array type functions. The macro supports a custom delimiter if your string is not delimited by a comma with no space (default).\n\n#### Returns\n\nThe data warehouse appropriate sql to perform a split to array. \n\n#### Usage\n\n```sql\nselect\n...\n{{ snowplow_utils.get_split_to_array('my_string_column', 'a', ', ') }}\n...\nfrom ... a\n\n```"}, "doc.snowplow_utils.macro_get_array_to_string": {"name": "macro_get_array_to_string", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_get_array_to_string", "block_contents": "This macro takes care of harmonising cross-db array to string type functions. The macro supports a custom delimiter if you don't want to use a comma with no space (default).\n\n#### Returns\n\nThe data warehouse appropriate sql to convert an array to a string. \n\n#### Usage\n\n```sql\nselect\n...\n{{ snowplow_utils.get_array_to_string('my_array_column', 'a', ', ') }}\n...\nfrom ... a\n\n```"}, "doc.snowplow_utils.macro_get_sde_or_context": {"name": "macro_get_sde_or_context", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_get_sde_or_context", "block_contents": "This macro exists for Redshift and Postgres users to more easily select their self-describing event and context tables and apply de-duplication before joining onto their (already de-duplicated) events table. The `root_id` and `root_tstamp` columns are by default returned as `schema_name_id` and `schema_name_tstamp` respectively, where `schema_name` is the value in the `schema_name` column of the table. In the case where multiple entities may be sent in the context (e.g. products in a search results), you should set the `single_entity` argument to `false` and use an additional criteria in your join (see [the snowplow docs](https://docs.snowplow.io/docs/modeling-your-data/modeling-your-data-with-dbt/dbt-advanced-usage/dbt-duplicates/) for further details).\n\nNote that is the responsibility of the user to ensure they have no duplicate names when using this macro multiple times or when a schema column name matches on already in the events table. In this case the `prefix` argument should be used and aliasing applied to the output.\n\n#### Returns\n\nCTE sql for deduplicating records from the schema table, without the schema details columns. The final CTE is the name of the original table.\n\n#### Usage\n\nWith at most one entity per context:\n```sql\nwith {{ snowplow_utils.get_sde_or_context('atomic', 'nl_basjes_yauaa_context_1', \"'2023-01-01'\", \"'2023-02-01'\")}}\n\nselect\n...\nfrom my_events_table a\nleft join nl_basjes_yauaa_context_1 b on \n a.event_id = b.yauaa_context__id \n and a.collector_tstamp = b.yauaa_context__tstamp\n```\nWith the possibility of multiple entities per context, your events table must already be de-duped but still have a field with the number of duplicates:\n```sql\nwith {{ snowplow_utils.get_sde_or_context('atomic', 'nl_basjes_yauaa_context_1', \"'2023-01-01'\", \"'2023-02-01'\", single_entity = false)}}\n\nselect\n...,\ncount(*) over (partition by a.event_id) as duplicate_count\nfrom my_events_table a\nleft join nl_basjes_yauaa_context_1 b on \n a.event_id = b.yauaa_context__id \n and a.collector_tstamp = b.yauaa_context__tstamp\n and mod(b.yauaa_context__index, a.duplicate_count) = 0\n```"}, "doc.snowplow_utils.macro_get_field": {"name": "macro_get_field", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_get_field", "block_contents": "This macro exists to make it easier to extract a field from our `unstruct_` and `contexts_` type columns for users in Snowflake, Databricks, and BigQuery (using a wildcard version number is only possible for BigQuery e.g. `column_name = 'contexts_nl_basjes_yauaa_context_1_*'`). The macro can handle type casting and selecting from arrays.\n\n#### Returns\n\nSQL snippet to select the field specified from the column\n\n#### Usage\n\nExtracting a single field\n```sql\n\nselect\n{{ snowplow_utils.get_field(column_name = 'contexts_nl_basjes_yauaa_context_1', \n field_name = 'agent_class', \n table_alias = 'a',\n type = 'string',\n array_index = 0)}} as yauaa_agent_class\nfrom \n my_events_table a\n\n```\n\nExtracting multiple fields\n```sql\n\nselect\n{% for field in [('field1', 'string'), ('field2', 'numeric'), ...] %}\n {{ snowplow_utils.get_field(column_name = 'contexts_nl_basjes_yauaa_context_1', \n field_name = field[0], \n table_alias = 'a',\n type = field[1],\n array_index = 0)}} as {{ field[0] }}\n{% endfor %}\n\nfrom \n my_events_table a\n\n```"}, "doc.snowplow_utils.macro_parse_agg_dict": {"name": "macro_parse_agg_dict", "resource_type": "doc", "package_name": "snowplow_utils", "path": "markdown/snowplow_utils_macro_docs.md", "original_file_path": "docs/markdown/snowplow_utils_macro_docs.md", "unique_id": "doc.snowplow_utils.macro_parse_agg_dict", "block_contents": "This macro allows you to provide aggregations in a consistent and restricted way to avoid having to write the sql yourself. This is mostly for use within other packages to allow aggregations but not allow the user to add arbitrary SQL.\n\n#### Returns\n\nSQL snippet for the specified aggregation, aliased.\n\n#### Usage\n\nExtracting a single field\n```sql\n\nselect\n{{ snowplow_utils.parse_agg_dict({'type': 'countd', 'field': 'event_name', 'alias': 'distinct_event_types'})}}\nfrom \n my_events_table a\n\n```"}, "doc.dbt.__overview__": {"name": "__overview__", "resource_type": "doc", "package_name": "dbt", "path": "overview.md", "original_file_path": "docs/overview.md", "unique_id": "doc.dbt.__overview__", "block_contents": "### Welcome!\n\nWelcome to the auto-generated documentation for your dbt project!\n\n### Navigation\n\nYou can use the `Project` and `Database` navigation tabs on the left side of the window to explore the models\nin your project.\n\n#### Project Tab\nThe `Project` tab mirrors the directory structure of your dbt project. In this tab, you can see all of the\nmodels defined in your dbt project, as well as models imported from dbt packages.\n\n#### Database Tab\nThe `Database` tab also exposes your models, but in a format that looks more like a database explorer. This view\nshows relations (tables and views) grouped into database schemas. Note that ephemeral models are _not_ shown\nin this interface, as they do not exist in the database.\n\n### Graph Exploration\nYou can click the blue icon on the bottom-right corner of the page to view the lineage graph of your models.\n\nOn model pages, you'll see the immediate parents and children of the model you're exploring. By clicking the `Expand`\nbutton at the top-right of this lineage pane, you'll be able to see all of the models that are used to build,\nor are built from, the model you're exploring.\n\nOnce expanded, you'll be able to use the `--select` and `--exclude` model selection syntax to filter the\nmodels in the graph. For more information on model selection, check out the [dbt docs](https://docs.getdbt.com/docs/model-selection-syntax).\n\nNote that you can also right-click on models to interactively filter and explore the graph.\n\n---\n\n### More information\n\n- [What is dbt](https://docs.getdbt.com/docs/introduction)?\n- Read the [dbt viewpoint](https://docs.getdbt.com/docs/viewpoint)\n- [Installation](https://docs.getdbt.com/docs/installation)\n- Join the [dbt Community](https://www.getdbt.com/community/) for questions and discussion"}}, "exposures": {}, "metrics": {}, "groups": {}, "selectors": {}, "disabled": {}, "parent_map": {}, "child_map": {}, "group_map": {}, "saved_queries": {}, "semantic_models": {}, "unit_tests": {}} \ No newline at end of file diff --git a/docs/run_results.json b/docs/run_results.json new file mode 100644 index 00000000..62ce493a --- /dev/null +++ b/docs/run_results.json @@ -0,0 +1 @@ +{"metadata": {"dbt_schema_version": "https://schemas.getdbt.com/dbt/run-results/v6.json", "dbt_version": "1.8.7", "generated_at": "2024-10-14T11:15:54.705489Z", "invocation_id": "5d7e6129-25af-4233-82cc-f755bebc2c21", "env": {}}, "results": [], "elapsed_time": 0.0, "args": {"log_level": "info", "enable_legacy_logger": false, "empty_catalog": false, "static_parser": true, "which": "generate", "profile": "integration_tests", "log_level_file": "debug", "source_freshness_run_project_hooks": false, "partial_parse": true, "strict_mode": false, "require_resource_names_without_spaces": false, "use_colors": true, "macro_debugging": false, "compile": true, "use_colors_file": true, "partial_parse_file_diff": true, "log_format": "default", "select": [], "favor_state": false, "exclude": [], "populate_cache": true, "cache_selected_only": false, "project_dir": "/home/runner/work/dbt-snowplow-utils/dbt-snowplow-utils", "indirect_selection": "eager", "printer_width": 80, "require_explicit_package_overrides_for_builtin_materializations": true, "version_check": true, "quiet": false, "log_file_max_bytes": 10485760, "send_anonymous_usage_stats": false, "warn_error_options": {"include": [], "exclude": []}, "introspect": true, "log_path": "/home/runner/work/dbt-snowplow-utils/dbt-snowplow-utils/logs", "profiles_dir": "integration_tests/ci", "vars": {}, "log_format_file": "debug", "invocation_command": "dbt docs generate --profiles-dir integration_tests/ci --profile integration_tests --target snowflake", "defer": false, "print": true, "show_resource_report": false, "write_json": true, "target": "snowflake", "static": false}} \ No newline at end of file