diff --git a/README.md b/README.md index 6cb8a69..90a26e7 100644 --- a/README.md +++ b/README.md @@ -20,8 +20,8 @@ This package enables us to similarly write `dbt` data models with commands like: ``` {% set cols = dbtplyr.get_column_names( ref('mydata') ) %} -{% set cols_n = dbtplyr.starts_with(cols, 'N') %} -{% set cols_ind = dbtplyr.starts_with(cols, 'IND') %} +{% set cols_n = dbtplyr.starts_with('N', cols) %} +{% set cols_ind = dbtplyr.starts_with('IND', cols) %} select @@ -45,11 +45,10 @@ so that it is only compiled to SQL when relevant by using the `final_comma` para Note that, slightly more `dplyr`-like, you may also write: ``` - select - {{ dbtplyr.across(dbtplyr.starts_with( ref('mydata'), 'N'), "sum({{var}}) as {{var}}_tot") }}, - {{ dbtplyr.across(dbtplyr.starts_with( ref('mydata'), 'IND'), "mean({{var}}) as {{var}}_avg") }} + {{ dbtplyr.across(dbtplyr.starts_with('N', ref('mydata')), "sum({{var}}) as {{var}}_tot") }}, + {{ dbtplyr.across(dbtplyr.starts_with('IND', ref('mydata')), "mean({{var}}) as {{var}}_avg") }} from {{ ref('mydata') }} ``` @@ -60,17 +59,25 @@ But, as each function call is a bit longer than the equivalent `dplyr` code, I p The complete list of macros included are: +**Functions to apply operation across columns** + - `across(var_list, script_string, final_comma)` - `c_across(var_list, script_string)` + +**Functions to evaluation condition across columns** + - `if_any(var_list, script_string)` - `if_all(var_list, script_string)` -- `starts_with(relation, string)` -- `ends_with(relation, string)` -- `contains(relation, string)` -- `not_contains(relation, string)` -- `one_of(relation, string_list)` -- `not_one_of(relation, string_list)` -- `matches(relation, string)` + +**Functions to subset columns by naming conventions** + +- `starts_with(string, relation or list)` +- `ends_with(string, relation or list)` +- `contains(string, relation or list)` +- `not_contains(string, relation or list)` +- `one_of(string_list, relation or list)` +- `not_one_of(string_list, relation or list)` +- `matches(string, relation)` - `everything(relation)` Note that all of the select-helper functions that take a relation as an argument can optionally be passed a list of names instead. diff --git a/docs/catalog.json b/docs/catalog.json index 8b45719..70a3840 100644 --- a/docs/catalog.json +++ b/docs/catalog.json @@ -1 +1 @@ -{"metadata": {"dbt_schema_version": "https://schemas.getdbt.com/dbt/catalog/v1.json", "dbt_version": "0.19.0", "generated_at": "2021-04-10T15:21:33.535951Z", "invocation_id": "d0f36208-f480-49e7-901b-4197b7a3548e", "env": {}}, "nodes": {}, "sources": {}, "errors": null} \ No newline at end of file +{"metadata": {"dbt_schema_version": "https://schemas.getdbt.com/dbt/catalog/v1.json", "dbt_version": "0.19.0", "generated_at": "2021-04-10T16:37:46.220893Z", "invocation_id": "02c1793a-12e3-403e-94f3-88d1e09499b8", "env": {}}, "nodes": {}, "sources": {}, "errors": null} \ No newline at end of file diff --git a/docs/manifest.json b/docs/manifest.json index 860f69e..49a437b 100644 --- a/docs/manifest.json +++ b/docs/manifest.json @@ -1 +1 @@ -{"metadata": {"dbt_schema_version": "https://schemas.getdbt.com/dbt/manifest/v1.json", "dbt_version": "0.19.0", "generated_at": "2021-04-10T15:21:33.393950Z", "invocation_id": "d0f36208-f480-49e7-901b-4197b7a3548e", "env": {}, "project_id": "fff22a04492a4ee0b1d35df7b31105bf", "user_id": "1d7122c6-6559-4c96-86db-d63f5c9ed3a3", "send_anonymous_usage_stats": true, "adapter_type": "bigquery"}, "nodes": {}, "sources": {}, "macros": {"macro.dbtplyr.across": {"unique_id": "macro.dbtplyr.across", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\across.sql", "original_file_path": "macros\\across.sql", "name": "across", "macro_sql": "{% macro across(var_list, script_string, final_comma) %}\r\n\r\n {% for v in var_list %}\r\n {{ script_string | replace('{{var}}', v) }}\r\n {%- if not loop.last %},{% endif %}\r\n {%- if loop.last and final_comma|default(false) %},{% endif %}\r\n {% endfor %}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "'Generates blocks of SQL code by iterating over a list of variable names, and inserting these names into a template string of code at the places marked with \\{\\{var\\}\\}. Note that comas are inserted between lines of code but not after the final loop. If desired, this must be done manually.'\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "var_list", "type": "List", "description": "List of variables over which to apply logic block"}, {"name": "script_string", "type": "String", "description": "'String of script to include for each variable with variable name abstracted to \\{\\{var\\}\\}'\n"}, {"name": "final_comma", "type": "Boolean", "description": "'false (default) or true to denote whether to include terminal comma. This is particularly useful if var_list may return null. In that case, including the comma on the inside is safer than hard-coding it in your main SQL script.'\n"}]}, "macro.dbtplyr.c_across": {"unique_id": "macro.dbtplyr.c_across", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\across.sql", "original_file_path": "macros\\across.sql", "name": "c_across", "macro_sql": "{% macro c_across(var_list, script_string) %}\r\n\r\n {% if script_string | length < 2 %}\r\n {{ var_list | join(script_string) }}\r\n {% else %}\r\n\t{% set vars = var_list | join(\",\") %}\r\n\t{{ script_string | replace('{{var}}', vars) }}\r\n {% endif %}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "'Generates blocks of SQL code by iterating over a list of variable names, and inserting these names into a template string. If template script is a single character, the template string itself is put between each variable. For example, + converts to a+b+c. Otherwise it should contain \\{\\{var\\}\\}, which will the be replaced with a comma-separated list of variables. For example, greatest(\\{\\{var\\}\\}) would be replaced with greatest(a,b,c). '\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "var_list", "type": "List", "description": "List of variables over which to apply logic block"}, {"name": "script_string", "type": "String", "description": "'String of script to include for each variable with variable name abstracted to \\{\\{var\\}\\} or provided as operator to place between each element of the variable list.'\n"}]}, "macro.dbtplyr.get_column_names": {"unique_id": "macro.dbtplyr.get_column_names", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\get_column_names.sql", "original_file_path": "macros\\get_column_names.sql", "name": "get_column_names", "macro_sql": "{% macro get_column_names(relation) %}\r\n\r\n{# if relation is not actually a reference simply pass through #}\r\n{# this is useful so downstream functions can accept either list or relation #}\r\n\r\n{% if relation.database is not defined %}\r\n {{ return(relation) }}\r\n{% endif %}\r\n\r\n{%- set cols_list = adapter.get_columns_in_relation(relation) -%}\r\n{% set results_list = [] %}\r\n{% for c in cols_list %}\r\n {{ results_list.append(c.name) }}\r\n{% endfor %}\r\n{{ return(results_list) }}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "'Returns string column names of relation passed or passes through\n list of strings if already supplied'\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "relation", "type": "Relation", "description": "Relation passed with Jinja ref syntax"}]}, "macro.dbtplyr.get_matches": {"unique_id": "macro.dbtplyr.get_matches", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\get_matches.sql", "original_file_path": "macros\\get_matches.sql", "name": "get_matches", "macro_sql": "{% macro get_matches(input_list, regex) %}\r\n\r\n{% set results_list = [] %}\r\n{% for l in input_list %}\r\n {% if modules.re.match(regex, l, modules.re.IGNORECASE) %}\r\n {{ results_list.append(l) or \"\" }}\r\n {% endif %}\r\n{% endfor %}\r\n\r\n{{ return(results_list) }}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of strings matching provided regular expression", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "input_list", "type": "List", "description": "List of characters"}, {"name": "regex", "type": "Character", "description": "Regular expression to be used for comparison in re.match()"}]}, "macro.dbtplyr.starts_with": {"unique_id": "macro.dbtplyr.starts_with", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\select_helpers.sql", "original_file_path": "macros\\select_helpers.sql", "name": "starts_with", "macro_sql": "{% macro starts_with(relation, string) %}\r\n\r\n{%set cols = dbtplyr.get_column_names(relation) %}\r\n{%set regex = \"^\" ~ string ~ \".*\" %}\r\n{%set results = dbtplyr.get_matches(cols, regex) %}\r\n{{return(results)}}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of string column names from relation which start with a specified string\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "relation", "type": "Relation", "description": "'Relation whose column names should be evaluated for matches. If list of column names has already been obtained with a separate call to get_column_names(), this list may be passed instead for efficiency.'\n"}, {"name": "string", "type": "String", "description": "String to match"}]}, "macro.dbtplyr.ends_with": {"unique_id": "macro.dbtplyr.ends_with", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\select_helpers.sql", "original_file_path": "macros\\select_helpers.sql", "name": "ends_with", "macro_sql": "{% macro ends_with(relation, string) %}\r\n\r\n{%set cols = dbtplyr.get_column_names(relation) %}\r\n{%set regex = \"^.*\" ~ string ~ \"$\" %}\r\n{%set results = dbtplyr.get_matches(cols, regex) %}\r\n{{return(results)}}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of string column names from relation which end with a specified string\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "relation", "type": "Relation", "description": "'Relation whose column names should be evaluated for matches. If list of column names has already been obtained with a separate call to get_column_names(), this list may be passed instead for efficiency.'\n"}, {"name": "string", "type": "String", "description": "String to match"}]}, "macro.dbtplyr.contains": {"unique_id": "macro.dbtplyr.contains", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\select_helpers.sql", "original_file_path": "macros\\select_helpers.sql", "name": "contains", "macro_sql": "{% macro contains(relation, string) %}\r\n\r\n{%set cols = dbtplyr.get_column_names(relation) %}\r\n{%set regex = \"^.*\" ~ string ~ \".*$\" %}\r\n{%set results = dbtplyr.get_matches(cols, regex) %}\r\n{{return(results)}}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of string column names from relation which contain (at any position) a specified string\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "relation", "type": "Relation", "description": "'Relation whose column names should be evaluated for matches. If list of column names has already been obtained with a separate call to get_column_names(), this list may be passed instead for efficiency.'\n"}, {"name": "string", "type": "String", "description": "String to match"}]}, "macro.dbtplyr.not_contains": {"unique_id": "macro.dbtplyr.not_contains", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\select_helpers.sql", "original_file_path": "macros\\select_helpers.sql", "name": "not_contains", "macro_sql": "{% macro not_contains(relation, string) %}\r\n\r\n{%set cols = dbtplyr.get_column_names(relation) %}\r\n{%set regex = \"^((?!\" ~ string ~ \").)*$\" %}\r\n{%set results = dbtplyr.get_matches(cols, regex) %}\r\n{{return(results)}}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of string column names from relation which do not contain (at any position) a specified string\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "relation", "type": "Relation", "description": "'Relation whose column names should be evaluated for matches. If list of column names has already been obtained with a separate call to get_column_names(), this list may be passed instead for efficiency.'\n"}, {"name": "string", "type": "String", "description": "String to match"}]}, "macro.dbtplyr.one_of": {"unique_id": "macro.dbtplyr.one_of", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\select_helpers.sql", "original_file_path": "macros\\select_helpers.sql", "name": "one_of", "macro_sql": "{% macro one_of(relation, strings) %}\r\n\r\n{%set cols = dbtplyr.get_column_names(relation) %}\r\n{%set regex = \"^(\"+ strings|join(\"|\") +\")$\" %}\r\n{%set results = dbtplyr.get_matches(cols, regex) %}\r\n{{return(results)}}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of string column names from relation which exactly match any of a list of strings\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "relation", "type": "Relation", "description": "Relation whose column names should be evaluated for matches or list of column names"}, {"name": "strings", "type": "List", "description": "List of strings against which to compare column names"}]}, "macro.dbtplyr.not_one_of": {"unique_id": "macro.dbtplyr.not_one_of", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\select_helpers.sql", "original_file_path": "macros\\select_helpers.sql", "name": "not_one_of", "macro_sql": "{% macro not_one_of(relation, strings) %}\r\n\r\n{%set cols = dbtplyr.get_column_names(relation) %}\r\n{%set results = cols | reject('in', strings) %}\r\n{{return(results)}}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of string column names from relation which do not match any of a list of strings\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "relation", "type": "Relation", "description": "Relation whose column names should be evaluated for matches or list of column names"}, {"name": "strings", "type": "List", "description": "List of strings against which to compare column names"}]}, "macro.dbtplyr.matches": {"unique_id": "macro.dbtplyr.matches", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\select_helpers.sql", "original_file_path": "macros\\select_helpers.sql", "name": "matches", "macro_sql": "{% macro matches(relation, string) %}\r\n\r\n{%set cols = dbtplyr.get_column_names(relation) %}\r\n{%set regex = string %}\r\n{%set results = dbtplyr.get_matches(cols, regex) %}\r\n{{return(results)}}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of string column names from relation which exactly match a specified regex\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "relation", "type": "Relation", "description": "'Relation whose column names should be evaluated for matches. If list of column names has already been obtained with a separate call to get_column_names(), this list may be passed instead for efficiency.'\n"}, {"name": "string", "type": "String", "description": "String to match"}]}, "macro.dbtplyr.everything": {"unique_id": "macro.dbtplyr.everything", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\select_helpers.sql", "original_file_path": "macros\\select_helpers.sql", "name": "everything", "macro_sql": "{% macro everything(relation) %}\r\n\r\n{%set cols = dbtplyr.get_column_names(relation) %}\r\n{{return(cols)}}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of string column names from relation which start with specified string\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "relation", "type": "Relation", "description": "Relation passed with Jinja ref syntax or list of column namess"}]}, "macro.dbtplyr.if_any": {"unique_id": "macro.dbtplyr.if_any", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\where_helpers.sql", "original_file_path": "macros\\where_helpers.sql", "name": "if_any", "macro_sql": "{% macro if_any(var_list, script_string) %}\r\n\r\n {% for v in var_list %}\r\n {{ \"(\" ~ script_string | replace('{{var}}', v) ~ \")\" }}\r\n {%- if not loop.last %} or {% endif %}\r\n {% endfor %}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "'Generates blocks of SQL code by iterating over a list of variable names, and inserting these names into a template string of code at the places marked with \\{\\{var\\}\\}. Conditions are separated by logical OR.'\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "var_list", "type": "List", "description": "List of variables over which to apply logic block"}, {"name": "script_string", "type": "String", "description": "'String of script to include for each variable with variable name abstracted to \\{\\{var\\}\\}'\n"}]}, "macro.dbtplyr.if_all": {"unique_id": "macro.dbtplyr.if_all", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\where_helpers.sql", "original_file_path": "macros\\where_helpers.sql", "name": "if_all", "macro_sql": "{% macro if_all(var_list, script_string) %}\r\n\r\n {% for v in var_list %}\r\n {{ \"(\" ~ script_string | replace('{{var}}', v) ~ \")\" }}\r\n {%- if not loop.last %} and {% endif %}\r\n {% endfor %}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "'Generates blocks of SQL code by iterating over a list of variable names, and inserting these names into a template string of code at the places marked with \\{\\{var\\}\\}. Conditions are separated by logical AND'\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "var_list", "type": "List", "description": "List of variables over which to apply logic block"}, {"name": "script_string", "type": "String", "description": "'String of script to include for each variable with variable name abstracted to \\{\\{var\\}\\}'\n"}]}, "macro.dbt_bigquery.partition_by": {"unique_id": "macro.dbt_bigquery.partition_by", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "partition_by", "macro_sql": "{% macro partition_by(partition_config) -%}\n {%- if partition_config is none -%}\n {% do return('') %}\n {%- elif partition_config.data_type | lower in ('date','timestamp','datetime') -%}\n partition by {{ partition_config.render() }}\n {%- elif partition_config.data_type | lower in ('int64') -%}\n {%- set range = partition_config.range -%}\n partition by range_bucket(\n {{ partition_config.field }},\n generate_array({{ range.start}}, {{ range.end }}, {{ range.interval }})\n )\n {%- endif -%}\n{%- endmacro -%}\n\n", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.cluster_by": {"unique_id": "macro.dbt_bigquery.cluster_by", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "cluster_by", "macro_sql": "{% macro cluster_by(raw_cluster_by) %}\n {%- if raw_cluster_by is not none -%}\n cluster by {% if raw_cluster_by is string -%}\n {% set raw_cluster_by = [raw_cluster_by] %}\n {%- endif -%}\n {%- for cluster in raw_cluster_by -%}\n {{ cluster }}\n {%- if not loop.last -%}, {% endif -%}\n {%- endfor -%}\n\n {% endif %}\n\n{%- endmacro -%}\n\n\n", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery_table_options": {"unique_id": "macro.dbt_bigquery.bigquery_table_options", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery_table_options", "macro_sql": "{% macro bigquery_table_options(config, node, temporary) %}\n {% set opts = adapter.get_table_options(config, node, temporary) %}\n\n {% set options -%}\n OPTIONS({% for opt_key, opt_val in opts.items() %}\n {{ opt_key }}={{ opt_val }}{{ \",\" if not loop.last }}\n {% endfor %})\n {%- endset %}\n {%- do return(options) -%}\n{%- endmacro -%}\n\n", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__create_table_as": {"unique_id": "macro.dbt_bigquery.bigquery__create_table_as", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__create_table_as", "macro_sql": "{% macro bigquery__create_table_as(temporary, relation, sql) -%}\n {%- set raw_partition_by = config.get('partition_by', none) -%}\n {%- set raw_cluster_by = config.get('cluster_by', none) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {%- set partition_config = adapter.parse_partition_by(raw_partition_by) -%}\n\n {{ sql_header if sql_header is not none }}\n\n create or replace table {{ relation }}\n {{ partition_by(partition_config) }}\n {{ cluster_by(raw_cluster_by) }}\n {{ bigquery_table_options(config, model, temporary) }}\n as (\n {{ sql }}\n );\n\n{%- endmacro -%}\n\n", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__create_view_as": {"unique_id": "macro.dbt_bigquery.bigquery__create_view_as", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__create_view_as", "macro_sql": "{% macro bigquery__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\n create or replace view {{ relation }}\n {{ bigquery_table_options(config, model, temporary=false) }}\n as {{ sql }};\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__create_schema": {"unique_id": "macro.dbt_bigquery.bigquery__create_schema", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__create_schema", "macro_sql": "{% macro bigquery__create_schema(relation) -%}\n {{ adapter.create_schema(relation) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__drop_schema": {"unique_id": "macro.dbt_bigquery.bigquery__drop_schema", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__drop_schema", "macro_sql": "{% macro bigquery__drop_schema(relation) -%}\n {{ adapter.drop_schema(relation) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__drop_relation": {"unique_id": "macro.dbt_bigquery.bigquery__drop_relation", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__drop_relation", "macro_sql": "{% macro bigquery__drop_relation(relation) -%}\n {% call statement('drop_relation') -%}\n drop {{ relation.type }} if exists {{ relation }}\n {%- endcall %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__get_columns_in_relation": {"unique_id": "macro.dbt_bigquery.bigquery__get_columns_in_relation", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__get_columns_in_relation", "macro_sql": "{% macro bigquery__get_columns_in_relation(relation) -%}\n {{ return(adapter.get_columns_in_relation(relation)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__list_relations_without_caching": {"unique_id": "macro.dbt_bigquery.bigquery__list_relations_without_caching", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__list_relations_without_caching", "macro_sql": "{% macro bigquery__list_relations_without_caching(schema_relation) -%}\n {{ return(adapter.list_relations_without_caching(schema_relation)) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__current_timestamp": {"unique_id": "macro.dbt_bigquery.bigquery__current_timestamp", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__current_timestamp", "macro_sql": "{% macro bigquery__current_timestamp() -%}\n CURRENT_TIMESTAMP()\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__snapshot_string_as_time": {"unique_id": "macro.dbt_bigquery.bigquery__snapshot_string_as_time", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__snapshot_string_as_time", "macro_sql": "{% macro bigquery__snapshot_string_as_time(timestamp) -%}\n {%- set result = 'TIMESTAMP(\"' ~ timestamp ~ '\")' -%}\n {{ return(result) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__list_schemas": {"unique_id": "macro.dbt_bigquery.bigquery__list_schemas", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__list_schemas", "macro_sql": "{% macro bigquery__list_schemas(database) -%}\n {{ return(adapter.list_schemas(database)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__check_schema_exists": {"unique_id": "macro.dbt_bigquery.bigquery__check_schema_exists", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__check_schema_exists", "macro_sql": "{% macro bigquery__check_schema_exists(information_schema, schema) %}\n {{ return(adapter.check_schema_exists(information_schema.database, schema)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__persist_docs": {"unique_id": "macro.dbt_bigquery.bigquery__persist_docs", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__persist_docs", "macro_sql": "{% macro bigquery__persist_docs(relation, model, for_relation, for_columns) -%}\n {% if for_columns and config.persist_column_docs() and model.columns %}\n {% do alter_column_comment(relation, model.columns) %}\n {% endif %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__alter_column_comment": {"unique_id": "macro.dbt_bigquery.bigquery__alter_column_comment", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__alter_column_comment", "macro_sql": "{% macro bigquery__alter_column_comment(relation, column_dict) -%}\n {% do adapter.update_columns(relation, column_dict) %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__rename_relation": {"unique_id": "macro.dbt_bigquery.bigquery__rename_relation", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__rename_relation", "macro_sql": "{% macro bigquery__rename_relation(from_relation, to_relation) -%}\n {% do adapter.rename_relation(from_relation, to_relation) %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__alter_column_type": {"unique_id": "macro.dbt_bigquery.bigquery__alter_column_type", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__alter_column_type", "macro_sql": "{% macro bigquery__alter_column_type(relation, column_name, new_column_type) -%}\n {#\n Changing a column's data type using a query requires you to scan the entire table.\n The query charges can be significant if the table is very large.\n\n https://cloud.google.com/bigquery/docs/manually-changing-schemas#changing_a_columns_data_type\n #}\n {% set relation_columns = get_columns_in_relation(relation) %}\n\n {% set sql %}\n select\n {%- for col in relation_columns -%}\n {% if col.column == column_name %}\n CAST({{ col.quoted }} AS {{ new_column_type }}) AS {{ col.quoted }}\n {%- else %}\n {{ col.quoted }}\n {%- endif %}\n {%- if not loop.last %},{% endif -%}\n {%- endfor %}\n from {{ relation }}\n {% endset %}\n\n {% call statement('alter_column_type') %}\n {{ create_table_as(False, relation, sql)}}\n {%- endcall %}\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__get_catalog": {"unique_id": "macro.dbt_bigquery.bigquery__get_catalog", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\catalog.sql", "original_file_path": "macros\\catalog.sql", "name": "bigquery__get_catalog", "macro_sql": "{% macro bigquery__get_catalog(information_schema, schemas) -%}\n\n {%- if (schemas | length) == 0 -%}\n {# Hopefully nothing cares about the columns we return when there are no rows #}\n {%- set query = \"select 1 as id limit 0\" -%}\n {%- else -%}\n\n {%- set query -%}\n with tables as (\n select\n project_id as table_database,\n dataset_id as table_schema,\n table_id as original_table_name,\n\n concat(project_id, '.', dataset_id, '.', table_id) as relation_id,\n\n row_count,\n size_bytes as size_bytes,\n case\n when type = 1 then 'table'\n when type = 2 then 'view'\n else 'external'\n end as table_type,\n\n REGEXP_CONTAINS(table_id, '^.+[0-9]{8}$') and coalesce(type, 0) = 1 as is_date_shard,\n REGEXP_EXTRACT(table_id, '^(.+)[0-9]{8}$') as shard_base_name,\n REGEXP_EXTRACT(table_id, '^.+([0-9]{8})$') as shard_name\n\n from {{ information_schema.replace(information_schema_view='__TABLES__') }}\n where (\n {%- for schema in schemas -%}\n upper(dataset_id) = upper('{{ schema }}'){%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n )\n ),\n\n extracted as (\n\n select *,\n case\n when is_date_shard then shard_base_name\n else original_table_name\n end as table_name\n\n from tables\n\n ),\n\n unsharded_tables as (\n\n select\n table_database,\n table_schema,\n table_name,\n coalesce(table_type, 'external') as table_type,\n is_date_shard,\n\n struct(\n min(shard_name) as shard_min,\n max(shard_name) as shard_max,\n count(*) as shard_count\n ) as table_shards,\n\n sum(size_bytes) as size_bytes,\n sum(row_count) as row_count,\n\n max(relation_id) as relation_id\n\n from extracted\n group by 1,2,3,4,5\n\n ),\n\n info_schema_columns as (\n\n select\n concat(table_catalog, '.', table_schema, '.', table_name) as relation_id,\n table_catalog as table_database,\n table_schema,\n table_name,\n\n -- use the \"real\" column name from the paths query below\n column_name as base_column_name,\n ordinal_position as column_index,\n\n is_partitioning_column,\n clustering_ordinal_position\n\n from {{ information_schema.replace(information_schema_view='COLUMNS') }}\n where ordinal_position is not null\n\n ),\n\n info_schema_column_paths as (\n\n select\n concat(table_catalog, '.', table_schema, '.', table_name) as relation_id,\n field_path as column_name,\n data_type as column_type,\n column_name as base_column_name,\n description as column_comment\n\n from {{ information_schema.replace(information_schema_view='COLUMN_FIELD_PATHS') }}\n\n ),\n\n columns as (\n\n select * except (base_column_name)\n from info_schema_columns\n join info_schema_column_paths using (relation_id, base_column_name)\n\n ),\n\n column_stats as (\n\n select\n table_database,\n table_schema,\n table_name,\n max(relation_id) as relation_id,\n max(case when is_partitioning_column = 'YES' then 1 else 0 end) = 1 as is_partitioned,\n max(case when is_partitioning_column = 'YES' then column_name else null end) as partition_column,\n max(case when clustering_ordinal_position is not null then 1 else 0 end) = 1 as is_clustered,\n array_to_string(\n array_agg(\n case\n when clustering_ordinal_position is not null then column_name\n else null\n end ignore nulls\n order by clustering_ordinal_position\n ), ', '\n ) as clustering_columns\n\n from columns\n group by 1,2,3\n\n )\n\n select\n unsharded_tables.table_database,\n unsharded_tables.table_schema,\n case\n when is_date_shard then concat(unsharded_tables.table_name, '*')\n else unsharded_tables.table_name\n end as table_name,\n unsharded_tables.table_type,\n\n -- coalesce name and type for External tables - these columns are not\n -- present in the COLUMN_FIELD_PATHS resultset\n coalesce(columns.column_name, '') as column_name,\n -- invent a row number to account for nested fields -- BQ does\n -- not treat these nested properties as independent fields\n row_number() over (\n partition by relation_id\n order by columns.column_index, columns.column_name\n ) as column_index,\n coalesce(columns.column_type, '') as column_type,\n columns.column_comment,\n\n 'Shard count' as `stats__date_shards__label`,\n table_shards.shard_count as `stats__date_shards__value`,\n 'The number of date shards in this table' as `stats__date_shards__description`,\n is_date_shard as `stats__date_shards__include`,\n\n 'Shard (min)' as `stats__date_shard_min__label`,\n table_shards.shard_min as `stats__date_shard_min__value`,\n 'The first date shard in this table' as `stats__date_shard_min__description`,\n is_date_shard as `stats__date_shard_min__include`,\n\n 'Shard (max)' as `stats__date_shard_max__label`,\n table_shards.shard_max as `stats__date_shard_max__value`,\n 'The last date shard in this table' as `stats__date_shard_max__description`,\n is_date_shard as `stats__date_shard_max__include`,\n\n '# Rows' as `stats__num_rows__label`,\n row_count as `stats__num_rows__value`,\n 'Approximate count of rows in this table' as `stats__num_rows__description`,\n (unsharded_tables.table_type = 'table') as `stats__num_rows__include`,\n\n 'Approximate Size' as `stats__num_bytes__label`,\n size_bytes as `stats__num_bytes__value`,\n 'Approximate size of table as reported by BigQuery' as `stats__num_bytes__description`,\n (unsharded_tables.table_type = 'table') as `stats__num_bytes__include`,\n\n 'Partitioned By' as `stats__partitioning_type__label`,\n partition_column as `stats__partitioning_type__value`,\n 'The partitioning column for this table' as `stats__partitioning_type__description`,\n is_partitioned as `stats__partitioning_type__include`,\n\n 'Clustered By' as `stats__clustering_fields__label`,\n clustering_columns as `stats__clustering_fields__value`,\n 'The clustering columns for this table' as `stats__clustering_fields__description`,\n is_clustered as `stats__clustering_fields__include`\n\n -- join using relation_id (an actual relation, not a shard prefix) to make\n -- sure that column metadata is picked up through the join. This will only\n -- return the column information for the \"max\" table in a date-sharded table set\n from unsharded_tables\n left join columns using (relation_id)\n left join column_stats using (relation_id)\n {%- endset -%}\n\n {%- endif -%}\n\n {{ return(run_query(query)) }}\n\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.date_sharded_table": {"unique_id": "macro.dbt_bigquery.date_sharded_table", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\etc.sql", "original_file_path": "macros\\etc.sql", "name": "date_sharded_table", "macro_sql": "{% macro date_sharded_table(base_name) %}\n {{ return(base_name ~ \"[DBT__PARTITION_DATE]\") }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.grant_access_to": {"unique_id": "macro.dbt_bigquery.grant_access_to", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\etc.sql", "original_file_path": "macros\\etc.sql", "name": "grant_access_to", "macro_sql": "{% macro grant_access_to(entity, entity_type, role, grant_target_dict) -%}\n {% do adapter.grant_access_to(entity, entity_type, role, grant_target_dict) %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.get_partitions_metadata": {"unique_id": "macro.dbt_bigquery.get_partitions_metadata", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\etc.sql", "original_file_path": "macros\\etc.sql", "name": "get_partitions_metadata", "macro_sql": "\n\n{%- macro get_partitions_metadata(table) -%}\n {%- if execute -%}\n {%- set res = adapter.get_partitions_metadata(table) -%}\n {{- return(res) -}}\n {%- endif -%}\n {{- return(None) -}}\n{%- endmacro -%}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.materialization_copy_bigquery": {"unique_id": "macro.dbt_bigquery.materialization_copy_bigquery", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\copy.sql", "original_file_path": "macros\\materializations\\copy.sql", "name": "materialization_copy_bigquery", "macro_sql": "{% materialization copy, adapter='bigquery' -%}\n\n {# Setup #}\n {{ run_hooks(pre_hooks) }}\n\n {# there should be exactly one ref or exactly one source #}\n {% set destination = this.incorporate(type='table') %}\n\n {% set dependency_type = none %}\n {% if (model.refs | length) == 1 and (model.sources | length) == 0 %}\n {% set dependency_type = 'ref' %}\n {% elif (model.refs | length) == 0 and (model.sources | length) == 1 %}\n {% set dependency_type = 'source' %}\n {% else %}\n {% set msg %}\n Expected exactly one ref or exactly one source, instead got {{ model.refs | length }} models and {{ model.sources | length }} sources.\n {% endset %}\n {% do exceptions.raise_compiler_error(msg) %}\n {% endif %}\n\n {% if dependency_type == 'ref' %}\n {% set src = ref(*model.refs[0]) %}\n {% else %}\n {% set src = source(*model.sources[0]) %}\n {% endif %}\n\n {%- set result_str = adapter.copy_table(\n src,\n destination,\n config.get('copy_materialization', 'table')) -%}\n\n {{ store_result('main', response=result_str) }}\n\n {# Clean up #}\n {{ run_hooks(post_hooks) }}\n {{ adapter.commit() }}\n\n {{ return({'relations': [destination]}) }}\n{%- endmaterialization %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.dbt_bigquery_validate_get_incremental_strategy": {"unique_id": "macro.dbt_bigquery.dbt_bigquery_validate_get_incremental_strategy", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\incremental.sql", "original_file_path": "macros\\materializations\\incremental.sql", "name": "dbt_bigquery_validate_get_incremental_strategy", "macro_sql": "{% macro dbt_bigquery_validate_get_incremental_strategy(config) %}\n {#-- Find and validate the incremental strategy #}\n {%- set strategy = config.get(\"incremental_strategy\", default=\"merge\") -%}\n\n {% set invalid_strategy_msg -%}\n Invalid incremental strategy provided: {{ strategy }}\n Expected one of: 'merge', 'insert_overwrite'\n {%- endset %}\n {% if strategy not in ['merge', 'insert_overwrite'] %}\n {% do exceptions.raise_compiler_error(invalid_strategy_msg) %}\n {% endif %}\n\n {% do return(strategy) %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bq_insert_overwrite": {"unique_id": "macro.dbt_bigquery.bq_insert_overwrite", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\incremental.sql", "original_file_path": "macros\\materializations\\incremental.sql", "name": "bq_insert_overwrite", "macro_sql": "{% macro bq_insert_overwrite(tmp_relation, target_relation, sql, unique_key, partition_by, partitions, dest_columns) %}\n {%- set partition_type =\n 'date' if partition_by.data_type in ('timestamp, datetime')\n else partition_by.data_type -%}\n\n {% if partitions is not none and partitions != [] %} {# static #}\n\n {% set predicate -%}\n {{ partition_by.render(alias='DBT_INTERNAL_DEST') }} in (\n {{ partitions | join (', ') }}\n )\n {%- endset %}\n\n {%- set source_sql -%}\n (\n {{sql}}\n )\n {%- endset -%}\n\n {{ get_insert_overwrite_merge_sql(target_relation, source_sql, dest_columns, [predicate], include_sql_header=true) }}\n\n {% else %} {# dynamic #}\n\n {% set predicate -%}\n {{ partition_by.render(alias='DBT_INTERNAL_DEST') }} in unnest(dbt_partitions_for_replacement)\n {%- endset %}\n\n {%- set source_sql -%}\n (\n select * from {{ tmp_relation }}\n )\n {%- endset -%}\n\n -- generated script to merge partitions into {{ target_relation }}\n declare dbt_partitions_for_replacement array<{{ partition_type }}>;\n declare _dbt_max_partition {{ partition_by.data_type }};\n\n set _dbt_max_partition = (\n select max({{ partition_by.field }}) from {{ this }}\n );\n\n -- 1. create a temp table\n {{ create_table_as(True, tmp_relation, sql) }}\n\n -- 2. define partitions to update\n set (dbt_partitions_for_replacement) = (\n select as struct\n array_agg(distinct {{ partition_by.render() }})\n from {{ tmp_relation }}\n );\n\n {#\n TODO: include_sql_header is a hack; consider a better approach that includes\n the sql_header at the materialization-level instead\n #}\n -- 3. run the merge statement\n {{ get_insert_overwrite_merge_sql(target_relation, source_sql, dest_columns, [predicate], include_sql_header=false) }};\n\n -- 4. clean up the temp table\n drop table if exists {{ tmp_relation }}\n\n {% endif %}\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.materialization_incremental_bigquery": {"unique_id": "macro.dbt_bigquery.materialization_incremental_bigquery", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\incremental.sql", "original_file_path": "macros\\materializations\\incremental.sql", "name": "materialization_incremental_bigquery", "macro_sql": "{% materialization incremental, adapter='bigquery' -%}\n\n {%- set unique_key = config.get('unique_key') -%}\n {%- set full_refresh_mode = (should_full_refresh()) -%}\n\n {%- set target_relation = this %}\n {%- set existing_relation = load_relation(this) %}\n {%- set tmp_relation = make_temp_relation(this) %}\n\n {#-- Validate early so we don't run SQL if the strategy is invalid --#}\n {% set strategy = dbt_bigquery_validate_get_incremental_strategy(config) -%}\n\n {%- set raw_partition_by = config.get('partition_by', none) -%}\n {%- set partition_by = adapter.parse_partition_by(raw_partition_by) -%}\n {%- set partitions = config.get('partitions', none) -%}\n {%- set cluster_by = config.get('cluster_by', none) -%}\n\n {{ run_hooks(pre_hooks) }}\n\n {% if existing_relation is none %}\n {% set build_sql = create_table_as(False, target_relation, sql) %}\n {% elif existing_relation.is_view %}\n {#-- There's no way to atomically replace a view with a table on BQ --#}\n {{ adapter.drop_relation(existing_relation) }}\n {% set build_sql = create_table_as(False, target_relation, sql) %}\n {% elif full_refresh_mode %}\n {#-- If the partition/cluster config has changed, then we must drop and recreate --#}\n {% if not adapter.is_replaceable(existing_relation, partition_by, cluster_by) %}\n {% do log(\"Hard refreshing \" ~ existing_relation ~ \" because it is not replaceable\") %}\n {{ adapter.drop_relation(existing_relation) }}\n {% endif %}\n {% set build_sql = create_table_as(False, target_relation, sql) %}\n {% else %}\n {% set dest_columns = adapter.get_columns_in_relation(existing_relation) %}\n\n {#-- if partitioned, use BQ scripting to get the range of partition values to be updated --#}\n {% if strategy == 'insert_overwrite' %}\n\n {% set missing_partition_msg -%}\n The 'insert_overwrite' strategy requires the `partition_by` config.\n {%- endset %}\n {% if partition_by is none %}\n {% do exceptions.raise_compiler_error(missing_partition_msg) %}\n {% endif %}\n\n {% set build_sql = bq_insert_overwrite(\n tmp_relation,\n target_relation,\n sql,\n unique_key,\n partition_by,\n partitions,\n dest_columns) %}\n\n {% else %}\n {#-- wrap sql in parens to make it a subquery --#}\n {%- set source_sql -%}\n (\n {{sql}}\n )\n {%- endset -%}\n\n {% set build_sql = get_merge_sql(target_relation, source_sql, unique_key, dest_columns) %}\n\n {% endif %}\n\n {% endif %}\n\n {%- call statement('main') -%}\n {{ build_sql }}\n {% endcall %}\n\n {{ run_hooks(post_hooks) }}\n\n {% set target_relation = this.incorporate(type='table') %}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__create_csv_table": {"unique_id": "macro.dbt_bigquery.bigquery__create_csv_table", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\seed.sql", "original_file_path": "macros\\materializations\\seed.sql", "name": "bigquery__create_csv_table", "macro_sql": "{% macro bigquery__create_csv_table(model, agate_table) %}\n -- no-op\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__reset_csv_table": {"unique_id": "macro.dbt_bigquery.bigquery__reset_csv_table", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\seed.sql", "original_file_path": "macros\\materializations\\seed.sql", "name": "bigquery__reset_csv_table", "macro_sql": "{% macro bigquery__reset_csv_table(model, full_refresh, old_relation, agate_table) %}\n {{ adapter.drop_relation(old_relation) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__load_csv_rows": {"unique_id": "macro.dbt_bigquery.bigquery__load_csv_rows", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\seed.sql", "original_file_path": "macros\\materializations\\seed.sql", "name": "bigquery__load_csv_rows", "macro_sql": "{% macro bigquery__load_csv_rows(model, agate_table) %}\n\n {%- set column_override = model['config'].get('column_types', {}) -%}\n {{ adapter.load_dataframe(model['database'], model['schema'], model['alias'],\n \t\t\t\t\t\t\tagate_table, column_override) }}\n {% if config.persist_relation_docs() and 'description' in model %}\n\n \t{{ adapter.update_table_description(model['database'], model['schema'], model['alias'], model['description']) }}\n {% endif %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__snapshot_hash_arguments": {"unique_id": "macro.dbt_bigquery.bigquery__snapshot_hash_arguments", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot.sql", "name": "bigquery__snapshot_hash_arguments", "macro_sql": "{% macro bigquery__snapshot_hash_arguments(args) -%}\n to_hex(md5(concat({%- for arg in args -%}\n coalesce(cast({{ arg }} as string), ''){% if not loop.last %}, '|',{% endif -%}\n {%- endfor -%}\n )))\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__create_columns": {"unique_id": "macro.dbt_bigquery.bigquery__create_columns", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot.sql", "name": "bigquery__create_columns", "macro_sql": "{% macro bigquery__create_columns(relation, columns) %}\n {{ adapter.alter_table_add_columns(relation, columns) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__post_snapshot": {"unique_id": "macro.dbt_bigquery.bigquery__post_snapshot", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot.sql", "name": "bigquery__post_snapshot", "macro_sql": "{% macro bigquery__post_snapshot(staging_relation) %}\n -- Clean up the snapshot temp table\n {% do drop_relation(staging_relation) %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.make_date_partitioned_table": {"unique_id": "macro.dbt_bigquery.make_date_partitioned_table", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\table.sql", "original_file_path": "macros\\materializations\\table.sql", "name": "make_date_partitioned_table", "macro_sql": "{% macro make_date_partitioned_table(model, relation, dates, should_create, verbose=False) %}\n\n {% if should_create %}\n {{ adapter.make_date_partitioned_table(relation) }}\n {% endif %}\n\n {% for date in dates %}\n {% set date = (date | string) %}\n {% if verbose %}\n {% set table_start_time = modules.datetime.datetime.now().strftime(\"%H:%M:%S\") %}\n {{ log(table_start_time ~ ' | -> Running for day ' ~ date, info=True) }}\n {% endif %}\n\n {% set fixed_sql = model['compiled_sql'] | replace('[DBT__PARTITION_DATE]', date) %}\n {% set _ = adapter.execute_model(model, 'table', fixed_sql, decorator=date) %}\n {% endfor %}\n\n {% set num_days = dates | length %}\n {% if num_days == 1 %}\n {% set result_str = 'CREATED 1 PARTITION' %}\n {% else %}\n {% set result_str = 'CREATED ' ~ num_days ~ ' PARTITIONS' %}\n {% endif %}\n\n {{ store_result('main', response=result_str) }}\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.materialization_table_bigquery": {"unique_id": "macro.dbt_bigquery.materialization_table_bigquery", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\table.sql", "original_file_path": "macros\\materializations\\table.sql", "name": "materialization_table_bigquery", "macro_sql": "{% materialization table, adapter='bigquery' -%}\n\n {%- set identifier = model['alias'] -%}\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n {%- set exists_not_as_table = (old_relation is not none and not old_relation.is_table) -%}\n {%- set target_relation = api.Relation.create(database=database, schema=schema, identifier=identifier, type='table') -%}\n {%- set verbose = config.get('verbose', False) -%}\n\n {# partitions: iterate over each partition, running a separate query in a for-loop #}\n {%- set partitions = config.get('partitions') -%}\n\n {% if partitions %}\n {% if partitions is number or partitions is string %}\n {% set partitions = [(partitions | string)] %}\n {% endif %}\n\n {% if partitions is not iterable %}\n {{ exceptions.raise_compiler_error(\"Provided `partitions` configuration is not a list. Got: \" ~ partitions, model) }}\n {% endif %}\n {% endif %}\n\n {{ run_hooks(pre_hooks) }}\n\n {#\n Since dbt uses WRITE_TRUNCATE mode for tables, we only need to drop this thing\n if it is not a table. If it _is_ already a table, then we can overwrite it without downtime\n #}\n {%- if exists_not_as_table -%}\n {{ adapter.drop_relation(old_relation) }}\n {%- endif -%}\n\n -- build model\n {% if partitions %}\n {# Create the dp-table if 1. it does not exist or 2. it existed, but we just dropped it #}\n {%- set should_create = (old_relation is none or exists_not_as_table) -%}\n {{ make_date_partitioned_table(model, target_relation, partitions, should_create, verbose) }}\n {% else %}\n {%- set raw_partition_by = config.get('partition_by', none) -%}\n {%- set partition_by = adapter.parse_partition_by(raw_partition_by) -%}\n {%- set cluster_by = config.get('cluster_by', none) -%}\n {% if not adapter.is_replaceable(old_relation, partition_by, cluster_by) %}\n {% do log(\"Hard refreshing \" ~ old_relation ~ \" because it is not replaceable\") %}\n {% do adapter.drop_relation(old_relation) %}\n {% endif %}\n {% call statement('main') -%}\n {{ create_table_as(False, target_relation, sql) }}\n {% endcall -%}\n {% endif %}\n\n {{ run_hooks(post_hooks) }}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__handle_existing_table": {"unique_id": "macro.dbt_bigquery.bigquery__handle_existing_table", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\view.sql", "original_file_path": "macros\\materializations\\view.sql", "name": "bigquery__handle_existing_table", "macro_sql": "{% macro bigquery__handle_existing_table(full_refresh, old_relation) %}\n {%- if full_refresh -%}\n {{ adapter.drop_relation(old_relation) }}\n {%- else -%}\n {{ exceptions.relation_wrong_type(old_relation, 'view') }}\n {%- endif -%}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.materialization_view_bigquery": {"unique_id": "macro.dbt_bigquery.materialization_view_bigquery", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\view.sql", "original_file_path": "macros\\materializations\\view.sql", "name": "materialization_view_bigquery", "macro_sql": "{% materialization view, adapter='bigquery' -%}\n {% set to_return = create_or_replace_view(run_outside_transaction_hooks=False) %}\n\n {% set target_relation = this.incorporate(type='view') %}\n {% do persist_docs(target_relation, model) %}\n\n {% if config.get('grant_access_to') %}\n {% for grant_target_dict in config.get('grant_access_to') %}\n {% do adapter.grant_access_to(this, 'view', None, grant_target_dict) %}\n {% endfor %}\n {% endif %}\n\n {% do return(to_return) %}\n\n{%- endmaterialization %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.statement": {"unique_id": "macro.dbt.statement", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\core.sql", "original_file_path": "macros\\core.sql", "name": "statement", "macro_sql": "{% macro statement(name=None, fetch_result=False, auto_begin=True) -%}\n {%- if execute: -%}\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 {%- set res, table = adapter.execute(sql, auto_begin=auto_begin, fetch=fetch_result) -%}\n {%- if name is not none -%}\n {{ store_result(name, response=res, agate_table=table) }}\n {%- endif -%}\n\n {%- endif -%}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.noop_statement": {"unique_id": "macro.dbt.noop_statement", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\core.sql", "original_file_path": "macros\\core.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_columns_in_query": {"unique_id": "macro.dbt.get_columns_in_query", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "get_columns_in_query", "macro_sql": "{% macro get_columns_in_query(select_sql) -%}\n {{ return(adapter.dispatch('get_columns_in_query')(select_sql)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__get_columns_in_query": {"unique_id": "macro.dbt.default__get_columns_in_query", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 select * from (\n {{ select_sql }}\n ) as __dbt_sbq\n where false\n limit 0\n {% endcall %}\n\n {{ return(load_result('get_columns_in_query').table.columns | map(attribute='name') | list) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.create_schema": {"unique_id": "macro.dbt.create_schema", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "create_schema", "macro_sql": "{% macro create_schema(relation) -%}\n {{ adapter.dispatch('create_schema')(relation) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__create_schema": {"unique_id": "macro.dbt.default__create_schema", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.drop_schema": {"unique_id": "macro.dbt.drop_schema", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "drop_schema", "macro_sql": "{% macro drop_schema(relation) -%}\n {{ adapter.dispatch('drop_schema')(relation) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__drop_schema": {"unique_id": "macro.dbt.default__drop_schema", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.create_table_as": {"unique_id": "macro.dbt.create_table_as", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "create_table_as", "macro_sql": "{% macro create_table_as(temporary, relation, sql) -%}\n {{ adapter.dispatch('create_table_as')(temporary, relation, sql) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__create_table_as": {"unique_id": "macro.dbt.default__create_table_as", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 as (\n {{ sql }}\n );\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.create_view_as": {"unique_id": "macro.dbt.create_view_as", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "create_view_as", "macro_sql": "{% macro create_view_as(relation, sql) -%}\n {{ adapter.dispatch('create_view_as')(relation, sql) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__create_view_as": {"unique_id": "macro.dbt.default__create_view_as", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 }} as (\n {{ sql }}\n );\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_catalog": {"unique_id": "macro.dbt.get_catalog", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "get_catalog", "macro_sql": "{% macro get_catalog(information_schema, schemas) -%}\n {{ return(adapter.dispatch('get_catalog')(information_schema, schemas)) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__get_catalog": {"unique_id": "macro.dbt.default__get_catalog", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_columns_in_relation": {"unique_id": "macro.dbt.get_columns_in_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "get_columns_in_relation", "macro_sql": "{% macro get_columns_in_relation(relation) -%}\n {{ return(adapter.dispatch('get_columns_in_relation')(relation)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.sql_convert_columns_in_relation": {"unique_id": "macro.dbt.sql_convert_columns_in_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__get_columns_in_relation": {"unique_id": "macro.dbt.default__get_columns_in_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.alter_column_type": {"unique_id": "macro.dbt.alter_column_type", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "alter_column_type", "macro_sql": "{% macro alter_column_type(relation, column_name, new_column_type) -%}\n {{ return(adapter.dispatch('alter_column_type')(relation, column_name, new_column_type)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.alter_column_comment": {"unique_id": "macro.dbt.alter_column_comment", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "alter_column_comment", "macro_sql": "{% macro alter_column_comment(relation, column_dict) -%}\n {{ return(adapter.dispatch('alter_column_comment')(relation, column_dict)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__alter_column_comment": {"unique_id": "macro.dbt.default__alter_column_comment", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.alter_relation_comment": {"unique_id": "macro.dbt.alter_relation_comment", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "alter_relation_comment", "macro_sql": "{% macro alter_relation_comment(relation, relation_comment) -%}\n {{ return(adapter.dispatch('alter_relation_comment')(relation, relation_comment)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__alter_relation_comment": {"unique_id": "macro.dbt.default__alter_relation_comment", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.persist_docs": {"unique_id": "macro.dbt.persist_docs", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "persist_docs", "macro_sql": "{% macro persist_docs(relation, model, for_relation=true, for_columns=true) -%}\n {{ return(adapter.dispatch('persist_docs')(relation, model, for_relation, for_columns)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__persist_docs": {"unique_id": "macro.dbt.default__persist_docs", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__alter_column_type": {"unique_id": "macro.dbt.default__alter_column_type", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 }} add column {{ adapter.quote(tmp_column) }} {{ new_column_type }};\n update {{ relation }} set {{ adapter.quote(tmp_column) }} = {{ adapter.quote(column_name) }};\n alter table {{ relation }} drop column {{ adapter.quote(column_name) }} cascade;\n alter table {{ relation }} rename column {{ adapter.quote(tmp_column) }} to {{ adapter.quote(column_name) }}\n {% endcall %}\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.drop_relation": {"unique_id": "macro.dbt.drop_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "drop_relation", "macro_sql": "{% macro drop_relation(relation) -%}\n {{ return(adapter.dispatch('drop_relation')(relation)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__drop_relation": {"unique_id": "macro.dbt.default__drop_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "default__drop_relation", "macro_sql": "{% macro default__drop_relation(relation) -%}\n {% call statement('drop_relation', auto_begin=False) -%}\n drop {{ relation.type }} if exists {{ relation }} cascade\n {%- endcall %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.truncate_relation": {"unique_id": "macro.dbt.truncate_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "truncate_relation", "macro_sql": "{% macro truncate_relation(relation) -%}\n {{ return(adapter.dispatch('truncate_relation')(relation)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__truncate_relation": {"unique_id": "macro.dbt.default__truncate_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "default__truncate_relation", "macro_sql": "{% macro default__truncate_relation(relation) -%}\n {% call statement('truncate_relation') -%}\n truncate table {{ relation }}\n {%- endcall %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.rename_relation": {"unique_id": "macro.dbt.rename_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "rename_relation", "macro_sql": "{% macro rename_relation(from_relation, to_relation) -%}\n {{ return(adapter.dispatch('rename_relation')(from_relation, to_relation)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__rename_relation": {"unique_id": "macro.dbt.default__rename_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 }} rename to {{ target_name }}\n {%- endcall %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.information_schema_name": {"unique_id": "macro.dbt.information_schema_name", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "information_schema_name", "macro_sql": "{% macro information_schema_name(database) %}\n {{ return(adapter.dispatch('information_schema_name')(database)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__information_schema_name": {"unique_id": "macro.dbt.default__information_schema_name", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.list_schemas": {"unique_id": "macro.dbt.list_schemas", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "list_schemas", "macro_sql": "{% macro list_schemas(database) -%}\n {{ return(adapter.dispatch('list_schemas')(database)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__list_schemas": {"unique_id": "macro.dbt.default__list_schemas", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.check_schema_exists": {"unique_id": "macro.dbt.check_schema_exists", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "check_schema_exists", "macro_sql": "{% macro check_schema_exists(information_schema, schema) -%}\n {{ return(adapter.dispatch('check_schema_exists')(information_schema, schema)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__check_schema_exists": {"unique_id": "macro.dbt.default__check_schema_exists", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.list_relations_without_caching": {"unique_id": "macro.dbt.list_relations_without_caching", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "list_relations_without_caching", "macro_sql": "{% macro list_relations_without_caching(schema_relation) %}\n {{ return(adapter.dispatch('list_relations_without_caching')(schema_relation)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__list_relations_without_caching": {"unique_id": "macro.dbt.default__list_relations_without_caching", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.current_timestamp": {"unique_id": "macro.dbt.current_timestamp", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "current_timestamp", "macro_sql": "{% macro current_timestamp() -%}\n {{ adapter.dispatch('current_timestamp')() }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__current_timestamp": {"unique_id": "macro.dbt.default__current_timestamp", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.collect_freshness": {"unique_id": "macro.dbt.collect_freshness", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "collect_freshness", "macro_sql": "{% macro collect_freshness(source, loaded_at_field, filter) %}\n {{ return(adapter.dispatch('collect_freshness')(source, loaded_at_field, filter))}}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__collect_freshness": {"unique_id": "macro.dbt.default__collect_freshness", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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').table) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.make_temp_relation": {"unique_id": "macro.dbt.make_temp_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "make_temp_relation", "macro_sql": "{% macro make_temp_relation(base_relation, suffix='__dbt_tmp') %}\n {{ return(adapter.dispatch('make_temp_relation')(base_relation, suffix))}}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__make_temp_relation": {"unique_id": "macro.dbt.default__make_temp_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "default__make_temp_relation", "macro_sql": "{% macro default__make_temp_relation(base_relation, suffix) %}\n {% set tmp_identifier = base_relation.identifier ~ suffix %}\n {% set tmp_relation = base_relation.incorporate(\n path={\"identifier\": tmp_identifier}) -%}\n\n {% do return(tmp_relation) %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.set_sql_header": {"unique_id": "macro.dbt.set_sql_header", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "set_sql_header", "macro_sql": "{% macro set_sql_header(config) -%}\n {{ config.set('sql_header', caller()) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.convert_datetime": {"unique_id": "macro.dbt.convert_datetime", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\datetime.sql", "original_file_path": "macros\\etc\\datetime.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.dates_in_range": {"unique_id": "macro.dbt.dates_in_range", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\datetime.sql", "original_file_path": "macros\\etc\\datetime.sql", "name": "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 Partiton 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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.partition_range": {"unique_id": "macro.dbt.partition_range", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\datetime.sql", "original_file_path": "macros\\etc\\datetime.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.py_current_timestring": {"unique_id": "macro.dbt.py_current_timestring", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\datetime.sql", "original_file_path": "macros\\etc\\datetime.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.generate_alias_name": {"unique_id": "macro.dbt.generate_alias_name", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\get_custom_alias.sql", "original_file_path": "macros\\etc\\get_custom_alias.sql", "name": "generate_alias_name", "macro_sql": "{% macro generate_alias_name(custom_alias_name=none, node=none) -%}\n\n {%- if custom_alias_name is none -%}\n\n {{ node.name }}\n\n {%- else -%}\n\n {{ custom_alias_name | trim }}\n\n {%- endif -%}\n\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.generate_database_name": {"unique_id": "macro.dbt.generate_database_name", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\get_custom_database.sql", "original_file_path": "macros\\etc\\get_custom_database.sql", "name": "generate_database_name", "macro_sql": "{% macro generate_database_name(custom_database_name=none, node=none) -%}\n {% do return(adapter.dispatch('generate_database_name')(custom_database_name, node)) %}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__generate_database_name": {"unique_id": "macro.dbt.default__generate_database_name", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\get_custom_database.sql", "original_file_path": "macros\\etc\\get_custom_database.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.generate_schema_name": {"unique_id": "macro.dbt.generate_schema_name", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\get_custom_schema.sql", "original_file_path": "macros\\etc\\get_custom_schema.sql", "name": "generate_schema_name", "macro_sql": "{% macro 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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.generate_schema_name_for_env": {"unique_id": "macro.dbt.generate_schema_name_for_env", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\get_custom_schema.sql", "original_file_path": "macros\\etc\\get_custom_schema.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.is_incremental": {"unique_id": "macro.dbt.is_incremental", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\is_incremental.sql", "original_file_path": "macros\\etc\\is_incremental.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.run_query": {"unique_id": "macro.dbt.run_query", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\query.sql", "original_file_path": "macros\\etc\\query.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.run_hooks": {"unique_id": "macro.dbt.run_hooks", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.column_list": {"unique_id": "macro.dbt.column_list", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "column_list", "macro_sql": "{% macro column_list(columns) %}\n {%- for col in columns %}\n {{ col.name }} {% if not loop.last %},{% endif %}\n {% endfor -%}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.column_list_for_create_table": {"unique_id": "macro.dbt.column_list_for_create_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "column_list_for_create_table", "macro_sql": "{% macro column_list_for_create_table(columns) %}\n {%- for col in columns %}\n {{ col.name }} {{ col.data_type }} {%- if not loop.last %},{% endif %}\n {% endfor -%}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.make_hook_config": {"unique_id": "macro.dbt.make_hook_config", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "make_hook_config", "macro_sql": "{% macro make_hook_config(sql, inside_transaction) %}\n {{ tojson({\"sql\": sql, \"transaction\": inside_transaction}) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.before_begin": {"unique_id": "macro.dbt.before_begin", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "before_begin", "macro_sql": "{% macro before_begin(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.in_transaction": {"unique_id": "macro.dbt.in_transaction", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "in_transaction", "macro_sql": "{% macro in_transaction(sql) %}\n {{ make_hook_config(sql, inside_transaction=True) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.after_commit": {"unique_id": "macro.dbt.after_commit", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "after_commit", "macro_sql": "{% macro after_commit(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.drop_relation_if_exists": {"unique_id": "macro.dbt.drop_relation_if_exists", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.load_relation": {"unique_id": "macro.dbt.load_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "load_relation", "macro_sql": "{% macro load_relation(relation) %}\n {% do return(adapter.get_relation(\n database=relation.database,\n schema=relation.schema,\n identifier=relation.identifier\n )) -%}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.should_full_refresh": {"unique_id": "macro.dbt.should_full_refresh", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_merge_sql": {"unique_id": "macro.dbt.get_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\common\\merge.sql", "original_file_path": "macros\\materializations\\common\\merge.sql", "name": "get_merge_sql", "macro_sql": "{% macro get_merge_sql(target, source, unique_key, dest_columns, predicates=none) -%}\n {{ adapter.dispatch('get_merge_sql')(target, source, unique_key, dest_columns, predicates) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_delete_insert_merge_sql": {"unique_id": "macro.dbt.get_delete_insert_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\common\\merge.sql", "original_file_path": "macros\\materializations\\common\\merge.sql", "name": "get_delete_insert_merge_sql", "macro_sql": "{% macro get_delete_insert_merge_sql(target, source, unique_key, dest_columns) -%}\n {{ adapter.dispatch('get_delete_insert_merge_sql')(target, source, unique_key, dest_columns) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_insert_overwrite_merge_sql": {"unique_id": "macro.dbt.get_insert_overwrite_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\common\\merge.sql", "original_file_path": "macros\\materializations\\common\\merge.sql", "name": "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')(target, source, dest_columns, predicates, include_sql_header) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__get_merge_sql": {"unique_id": "macro.dbt.default__get_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\common\\merge.sql", "original_file_path": "macros\\materializations\\common\\merge.sql", "name": "default__get_merge_sql", "macro_sql": "{% macro default__get_merge_sql(target, source, unique_key, dest_columns, predicates) -%}\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 {% if unique_key %}\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 {% 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 in dest_columns -%}\n {{ adapter.quote(column.name) }} = DBT_INTERNAL_SOURCE.{{ adapter.quote(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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_quoted_csv": {"unique_id": "macro.dbt.get_quoted_csv", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\common\\merge.sql", "original_file_path": "macros\\materializations\\common\\merge.sql", "name": "get_quoted_csv", "macro_sql": "{% macro get_quoted_csv(column_names) %}\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{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.common_get_delete_insert_merge_sql": {"unique_id": "macro.dbt.common_get_delete_insert_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\common\\merge.sql", "original_file_path": "macros\\materializations\\common\\merge.sql", "name": "common_get_delete_insert_merge_sql", "macro_sql": "{% macro common_get_delete_insert_merge_sql(target, source, unique_key, dest_columns) -%}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n {% if unique_key is not none %}\n delete from {{ target }}\n where ({{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ source }}\n );\n {% endif %}\n\n insert into {{ target }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ source }}\n );\n\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__get_delete_insert_merge_sql": {"unique_id": "macro.dbt.default__get_delete_insert_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\common\\merge.sql", "original_file_path": "macros\\materializations\\common\\merge.sql", "name": "default__get_delete_insert_merge_sql", "macro_sql": "{% macro default__get_delete_insert_merge_sql(target, source, unique_key, dest_columns) -%}\n {{ common_get_delete_insert_merge_sql(target, source, unique_key, dest_columns) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__get_insert_overwrite_merge_sql": {"unique_id": "macro.dbt.default__get_insert_overwrite_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\common\\merge.sql", "original_file_path": "macros\\materializations\\common\\merge.sql", "name": "default__get_insert_overwrite_merge_sql", "macro_sql": "{% macro default__get_insert_overwrite_merge_sql(target, source, dest_columns, predicates, include_sql_header) -%}\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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.incremental_upsert": {"unique_id": "macro.dbt.incremental_upsert", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\incremental\\helpers.sql", "original_file_path": "macros\\materializations\\incremental\\helpers.sql", "name": "incremental_upsert", "macro_sql": "{% macro incremental_upsert(tmp_relation, target_relation, unique_key=none, statement_name=\"main\") %}\n {%- set dest_columns = adapter.get_columns_in_relation(target_relation) -%}\n {%- set dest_cols_csv = dest_columns | map(attribute='quoted') | join(', ') -%}\n\n {%- if unique_key is not none -%}\n delete\n from {{ target_relation }}\n where ({{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ tmp_relation }}\n );\n {%- endif %}\n\n insert into {{ target_relation }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ tmp_relation }}\n );\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.materialization_incremental_default": {"unique_id": "macro.dbt.materialization_incremental_default", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\incremental\\incremental.sql", "original_file_path": "macros\\materializations\\incremental\\incremental.sql", "name": "materialization_incremental_default", "macro_sql": "{% materialization incremental, default -%}\n\n {% set unique_key = config.get('unique_key') %}\n\n {% set target_relation = this.incorporate(type='table') %}\n {% set existing_relation = load_relation(this) %}\n {% set tmp_relation = make_temp_relation(this) %}\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 {% if existing_relation is none %}\n {% set build_sql = create_table_as(False, target_relation, sql) %}\n {% elif existing_relation.is_view or should_full_refresh() %}\n {#-- Make sure the backup doesn't exist so we don't encounter issues with the rename below #}\n {% set backup_identifier = existing_relation.identifier ~ \"__dbt_backup\" %}\n {% set backup_relation = existing_relation.incorporate(path={\"identifier\": backup_identifier}) %}\n {% do adapter.drop_relation(backup_relation) %}\n\n {% do adapter.rename_relation(target_relation, backup_relation) %}\n {% set build_sql = create_table_as(False, target_relation, sql) %}\n {% do to_drop.append(backup_relation) %}\n {% else %}\n {% set tmp_relation = make_temp_relation(target_relation) %}\n {% do run_query(create_table_as(True, tmp_relation, sql)) %}\n {% do adapter.expand_target_column_types(\n from_relation=tmp_relation,\n to_relation=target_relation) %}\n {% set build_sql = incremental_upsert(tmp_relation, target_relation, unique_key=unique_key) %}\n {% endif %}\n\n {% call statement(\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% do persist_docs(target_relation, model) %}\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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.create_csv_table": {"unique_id": "macro.dbt.create_csv_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "create_csv_table", "macro_sql": "{% macro create_csv_table(model, agate_table) -%}\n {{ adapter.dispatch('create_csv_table')(model, agate_table) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.reset_csv_table": {"unique_id": "macro.dbt.reset_csv_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "reset_csv_table", "macro_sql": "{% macro reset_csv_table(model, full_refresh, old_relation, agate_table) -%}\n {{ adapter.dispatch('reset_csv_table')(model, full_refresh, old_relation, agate_table) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.load_csv_rows": {"unique_id": "macro.dbt.load_csv_rows", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "load_csv_rows", "macro_sql": "{% macro load_csv_rows(model, agate_table) -%}\n {{ adapter.dispatch('load_csv_rows')(model, agate_table) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__create_csv_table": {"unique_id": "macro.dbt.default__create_csv_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__reset_csv_table": {"unique_id": "macro.dbt.default__reset_csv_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "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 %}\n {% endif %}\n\n {{ return(sql) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_seed_column_quoted_csv": {"unique_id": "macro.dbt.get_seed_column_quoted_csv", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.basic_load_csv_rows": {"unique_id": "macro.dbt.basic_load_csv_rows", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "basic_load_csv_rows", "macro_sql": "{% macro basic_load_csv_rows(model, batch_size, agate_table) %}\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(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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__load_csv_rows": {"unique_id": "macro.dbt.default__load_csv_rows", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "default__load_csv_rows", "macro_sql": "{% macro default__load_csv_rows(model, agate_table) %}\n {{ return(basic_load_csv_rows(model, 10000, agate_table) )}}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.materialization_seed_default": {"unique_id": "macro.dbt.materialization_seed_default", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "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 agate_table = load_agate_table() -%}\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)) }}\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 {{ create_table_sql }};\n -- dbt seed --\n {{ sql }}\n {% endcall %}\n\n {% set target_relation = this.incorporate(type='table') %}\n {% do persist_docs(target_relation, model) %}\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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.create_columns": {"unique_id": "macro.dbt.create_columns", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "create_columns", "macro_sql": "{% macro create_columns(relation, columns) %}\n {{ adapter.dispatch('create_columns')(relation, columns) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__create_columns": {"unique_id": "macro.dbt.default__create_columns", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "default__create_columns", "macro_sql": "{% macro default__create_columns(relation, columns) %}\n {% for column in columns %}\n {% call statement() %}\n alter table {{ relation }} add column \"{{ column.name }}\" {{ column.data_type }};\n {% endcall %}\n {% endfor %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.post_snapshot": {"unique_id": "macro.dbt.post_snapshot", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "post_snapshot", "macro_sql": "{% macro post_snapshot(staging_relation) %}\n {{ adapter.dispatch('post_snapshot')(staging_relation) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__post_snapshot": {"unique_id": "macro.dbt.default__post_snapshot", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "default__post_snapshot", "macro_sql": "{% macro default__post_snapshot(staging_relation) %}\n {# no-op #}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.snapshot_staging_table": {"unique_id": "macro.dbt.snapshot_staging_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "snapshot_staging_table", "macro_sql": "{% macro snapshot_staging_table(strategy, source_sql, target_relation) -%}\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 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 dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as dbt_valid_to,\n {{ strategy.scd_id }} as 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 dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n {{ strategy.updated_at }} as 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.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 dbt_valid_from,\n {{ snapshot_get_time() }} as dbt_updated_at,\n {{ snapshot_get_time() }} as dbt_valid_to,\n snapshotted_data.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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.build_snapshot_table": {"unique_id": "macro.dbt.build_snapshot_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "build_snapshot_table", "macro_sql": "{% macro build_snapshot_table(strategy, sql) %}\n\n select *,\n {{ strategy.scd_id }} as dbt_scd_id,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as dbt_valid_to\n from (\n {{ sql }}\n ) sbq\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_or_create_relation": {"unique_id": "macro.dbt.get_or_create_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "get_or_create_relation", "macro_sql": "{% macro 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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.build_snapshot_staging_table": {"unique_id": "macro.dbt.build_snapshot_staging_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "build_snapshot_staging_table", "macro_sql": "{% macro build_snapshot_staging_table(strategy, sql, target_relation) %}\n {% set tmp_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, tmp_relation, select) }}\n {% endcall %}\n\n {% do return(tmp_relation) %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.materialization_snapshot_default": {"unique_id": "macro.dbt.materialization_snapshot_default", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "materialization_snapshot_default", "macro_sql": "{% materialization snapshot, default %}\n {%- set config = model['config'] -%}\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\n {% if not adapter.check_schema_exists(model.database, model.schema) %}\n {% do create_schema(model.database, model.schema) %}\n {% endif %}\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 {% set strategy = strategy_macro(model, \"snapshotted_data\", \"source_data\", config, target_relation_exists) %}\n\n {% if not target_relation_exists %}\n\n {% set build_sql = build_snapshot_table(strategy, model['compiled_sql']) %}\n {% set final_sql = create_table_as(False, target_relation, build_sql) %}\n\n {% else %}\n\n {{ adapter.valid_snapshot_target(target_relation) }}\n\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 {% call statement('main') %}\n {{ final_sql }}\n {% endcall %}\n\n {% do persist_docs(target_relation, model) %}\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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.snapshot_merge_sql": {"unique_id": "macro.dbt.snapshot_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot_merge.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot_merge.sql", "name": "snapshot_merge_sql", "macro_sql": "{% macro snapshot_merge_sql(target, source, insert_cols) -%}\n {{ adapter.dispatch('snapshot_merge_sql')(target, source, insert_cols) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__snapshot_merge_sql": {"unique_id": "macro.dbt.default__snapshot_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot_merge.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot_merge.sql", "name": "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 merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on DBT_INTERNAL_SOURCE.dbt_scd_id = DBT_INTERNAL_DEST.dbt_scd_id\n\n when matched\n and DBT_INTERNAL_DEST.dbt_valid_to is null\n and DBT_INTERNAL_SOURCE.dbt_change_type in ('update', 'delete')\n then update\n set dbt_valid_to = DBT_INTERNAL_SOURCE.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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.strategy_dispatch": {"unique_id": "macro.dbt.strategy_dispatch", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.snapshot_hash_arguments": {"unique_id": "macro.dbt.snapshot_hash_arguments", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "snapshot_hash_arguments", "macro_sql": "{% macro snapshot_hash_arguments(args) -%}\n {{ adapter.dispatch('snapshot_hash_arguments')(args) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__snapshot_hash_arguments": {"unique_id": "macro.dbt.default__snapshot_hash_arguments", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.snapshot_get_time": {"unique_id": "macro.dbt.snapshot_get_time", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "snapshot_get_time", "macro_sql": "{% macro snapshot_get_time() -%}\n {{ adapter.dispatch('snapshot_get_time')() }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__snapshot_get_time": {"unique_id": "macro.dbt.default__snapshot_get_time", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "default__snapshot_get_time", "macro_sql": "{% macro default__snapshot_get_time() -%}\n {{ current_timestamp() }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.snapshot_timestamp_strategy": {"unique_id": "macro.dbt.snapshot_timestamp_strategy", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "snapshot_timestamp_strategy", "macro_sql": "{% macro snapshot_timestamp_strategy(node, snapshotted_rel, current_rel, config, target_exists) %}\n {% set primary_key = config['unique_key'] %}\n {% set updated_at = config['updated_at'] %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes', false) %}\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/fishtown-analytics/dbt/issues/2350\n */ #}\n {% set row_changed_expr -%}\n ({{ snapshotted_rel }}.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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.snapshot_string_as_time": {"unique_id": "macro.dbt.snapshot_string_as_time", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "snapshot_string_as_time", "macro_sql": "{% macro snapshot_string_as_time(timestamp) -%}\n {{ adapter.dispatch('snapshot_string_as_time')(timestamp) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__snapshot_string_as_time": {"unique_id": "macro.dbt.default__snapshot_string_as_time", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.snapshot_check_all_get_existing_columns": {"unique_id": "macro.dbt.snapshot_check_all_get_existing_columns", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "snapshot_check_all_get_existing_columns", "macro_sql": "{% macro snapshot_check_all_get_existing_columns(node, target_exists) -%}\n {%- set query_columns = get_columns_in_query(node['compiled_sql']) -%}\n {%- if not target_exists -%}\n {# no table yet -> return whatever the query does #}\n {{ return([false, query_columns]) }}\n {%- endif -%}\n {# handle any schema changes #}\n {%- set target_table = node.get('alias', node.get('name')) -%}\n {%- set target_relation = adapter.get_relation(database=node.database, schema=node.schema, identifier=target_table) -%}\n {%- set existing_cols = get_columns_in_query('select * from ' ~ target_relation) -%}\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(col) -%}\n {%- else -%}\n {% set ns.column_added = true %}\n {%- endif -%}\n {%- endfor -%}\n {{ return([ns.column_added, intersection]) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.snapshot_check_strategy": {"unique_id": "macro.dbt.snapshot_check_strategy", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "snapshot_check_strategy", "macro_sql": "{% macro snapshot_check_strategy(node, snapshotted_rel, current_rel, config, target_exists) %}\n {% set check_cols_config = config['check_cols'] %}\n {% set primary_key = config['unique_key'] %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes', false) %}\n \n {% set select_current_time -%}\n select {{ snapshot_get_time() }} as snapshot_start\n {%- endset %}\n\n {#-- don't access the column by name, to avoid dealing with casing issues on snowflake #}\n {%- set now = run_query(select_current_time)[0][0] -%}\n {% if now is none or now is undefined -%}\n {%- do exceptions.raise_compiler_error('Could not get a snapshot start time from the database') -%}\n {%- endif %}\n {% set updated_at = snapshot_string_as_time(now) %}\n\n {% set column_added = false %}\n\n {% if check_cols_config == 'all' %}\n {% set column_added, check_cols = snapshot_check_all_get_existing_columns(node, target_exists) %}\n {% elif check_cols_config is iterable and (check_cols_config | length) > 0 %}\n {% set check_cols = check_cols_config %}\n {% else %}\n {% do exceptions.raise_compiler_error(\"Invalid value for 'check_cols': \" ~ check_cols_config) %}\n {% endif %}\n\n {%- set row_changed_expr -%}\n (\n {%- if column_added -%}\n TRUE\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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.materialization_table_default": {"unique_id": "macro.dbt.materialization_table_default", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\table\\table.sql", "original_file_path": "macros\\materializations\\table\\table.sql", "name": "materialization_table_default", "macro_sql": "{% materialization table, default %}\n {%- set identifier = model['alias'] -%}\n {%- set tmp_identifier = model['name'] + '__dbt_tmp' -%}\n {%- set backup_identifier = model['name'] + '__dbt_backup' -%}\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,\n type='table') -%}\n {%- set intermediate_relation = api.Relation.create(identifier=tmp_identifier,\n schema=schema,\n database=database,\n type='table') -%}\n\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if old_relation is none else old_relation.type -%}\n {%- set backup_relation = api.Relation.create(identifier=backup_identifier,\n schema=schema,\n database=database,\n type=backup_relation_type) -%}\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\n -- drop the temp relations if they exists for some reason\n {{ adapter.drop_relation(intermediate_relation) }}\n {{ adapter.drop_relation(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 {{ create_table_as(False, intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n {% if old_relation is not none %}\n {{ adapter.rename_relation(target_relation, backup_relation) }}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.handle_existing_table": {"unique_id": "macro.dbt.handle_existing_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\view\\create_or_replace_view.sql", "original_file_path": "macros\\materializations\\view\\create_or_replace_view.sql", "name": "handle_existing_table", "macro_sql": "{% macro handle_existing_table(full_refresh, old_relation) %}\n {{ adapter.dispatch(\"handle_existing_table\", packages=['dbt'])(full_refresh, old_relation) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__handle_existing_table": {"unique_id": "macro.dbt.default__handle_existing_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\view\\create_or_replace_view.sql", "original_file_path": "macros\\materializations\\view\\create_or_replace_view.sql", "name": "default__handle_existing_table", "macro_sql": "{% macro default__handle_existing_table(full_refresh, old_relation) %}\n {{ adapter.drop_relation(old_relation) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.create_or_replace_view": {"unique_id": "macro.dbt.create_or_replace_view", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\view\\create_or_replace_view.sql", "original_file_path": "macros\\materializations\\view\\create_or_replace_view.sql", "name": "create_or_replace_view", "macro_sql": "{% macro create_or_replace_view(run_outside_transaction_hooks=True) %}\n {%- set identifier = model['alias'] -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n\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\n {% if run_outside_transaction_hooks %}\n -- no transactions on BigQuery\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n {% endif %}\n\n -- `BEGIN` happens here on Snowflake\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\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 {{ create_view_as(target_relation, sql) }}\n {%- endcall %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n {% if run_outside_transaction_hooks %}\n -- No transactions on BigQuery\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n {% endif %}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.materialization_view_default": {"unique_id": "macro.dbt.materialization_view_default", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\view\\view.sql", "original_file_path": "macros\\materializations\\view\\view.sql", "name": "materialization_view_default", "macro_sql": "{%- materialization view, default -%}\n\n {%- set identifier = model['alias'] -%}\n {%- set tmp_identifier = model['name'] + '__dbt_tmp' -%}\n {%- set backup_identifier = model['name'] + '__dbt_backup' -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n {%- set target_relation = api.Relation.create(identifier=identifier, schema=schema, database=database,\n type='view') -%}\n {%- set intermediate_relation = api.Relation.create(identifier=tmp_identifier,\n schema=schema, database=database, type='view') -%}\n\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 \"old_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 old_relation, if it exists,\n or else \"view\" as a sane default if it does not. Note that if the old_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 old_relation is none else old_relation.type -%}\n {%- set backup_relation = api.Relation.create(identifier=backup_identifier,\n schema=schema, database=database,\n type=backup_relation_type) -%}\n\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- drop the temp relations if they exists for some reason\n {{ adapter.drop_relation(intermediate_relation) }}\n {{ adapter.drop_relation(backup_relation) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main') -%}\n {{ create_view_as(intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n -- move the existing view out of the way\n {% if old_relation is not none %}\n {{ adapter.rename_relation(target_relation, backup_relation) }}\n {% endif %}\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\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 -%}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__test_accepted_values": {"unique_id": "macro.dbt.default__test_accepted_values", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\schema_tests\\accepted_values.sql", "original_file_path": "macros\\schema_tests\\accepted_values.sql", "name": "default__test_accepted_values", "macro_sql": "{% macro default__test_accepted_values(model, values) %}\n\n{% set column_name = kwargs.get('column_name', kwargs.get('field')) %}\n{% set quote_values = kwargs.get('quote', True) %}\n\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 not in (\n {% for value in values -%}\n {% if quote_values -%}\n '{{ value }}'\n {%- else -%}\n {{ value }}\n {%- endif -%}\n {%- if not loop.last -%},{%- endif %}\n {%- endfor %}\n )\n)\n\nselect count(*) as validation_errors\nfrom validation_errors\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.test_accepted_values": {"unique_id": "macro.dbt.test_accepted_values", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\schema_tests\\accepted_values.sql", "original_file_path": "macros\\schema_tests\\accepted_values.sql", "name": "test_accepted_values", "macro_sql": "{% macro test_accepted_values(model, values) %}\n {% set macro = adapter.dispatch('test_accepted_values') %}\n {{ macro(model, values, **kwargs) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__test_not_null": {"unique_id": "macro.dbt.default__test_not_null", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\schema_tests\\not_null.sql", "original_file_path": "macros\\schema_tests\\not_null.sql", "name": "default__test_not_null", "macro_sql": "{% macro default__test_not_null(model) %}\n\n{% set column_name = kwargs.get('column_name', kwargs.get('arg')) %}\n\nselect count(*) as validation_errors\nfrom {{ model }}\nwhere {{ column_name }} is null\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.test_not_null": {"unique_id": "macro.dbt.test_not_null", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\schema_tests\\not_null.sql", "original_file_path": "macros\\schema_tests\\not_null.sql", "name": "test_not_null", "macro_sql": "{% macro test_not_null(model) %}\n {% set macro = adapter.dispatch('test_not_null') %}\n {{ macro(model, **kwargs) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__test_relationships": {"unique_id": "macro.dbt.default__test_relationships", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\schema_tests\\relationships.sql", "original_file_path": "macros\\schema_tests\\relationships.sql", "name": "default__test_relationships", "macro_sql": "{% macro default__test_relationships(model, to, field) %}\n\n{% set column_name = kwargs.get('column_name', kwargs.get('from')) %}\n\n\nselect count(*) as validation_errors\nfrom (\n select {{ column_name }} as id from {{ model }}\n) as child\nleft join (\n select {{ field }} as id from {{ to }}\n) as parent on parent.id = child.id\nwhere child.id is not null\n and parent.id is null\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.test_relationships": {"unique_id": "macro.dbt.test_relationships", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\schema_tests\\relationships.sql", "original_file_path": "macros\\schema_tests\\relationships.sql", "name": "test_relationships", "macro_sql": "{% macro test_relationships(model, to, field) %}\n {% set macro = adapter.dispatch('test_relationships') %}\n {{ macro(model, to, field, **kwargs) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__test_unique": {"unique_id": "macro.dbt.default__test_unique", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\schema_tests\\unique.sql", "original_file_path": "macros\\schema_tests\\unique.sql", "name": "default__test_unique", "macro_sql": "{% macro default__test_unique(model) %}\n\n{% set column_name = kwargs.get('column_name', kwargs.get('arg')) %}\n\nselect count(*) as validation_errors\nfrom (\n\n select\n {{ column_name }}\n\n from {{ model }}\n where {{ column_name }} is not null\n group by {{ column_name }}\n having count(*) > 1\n\n) validation_errors\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.test_unique": {"unique_id": "macro.dbt.test_unique", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\schema_tests\\unique.sql", "original_file_path": "macros\\schema_tests\\unique.sql", "name": "test_unique", "macro_sql": "{% macro test_unique(model) %}\n {% set macro = adapter.dispatch('test_unique') %}\n {{ macro(model, **kwargs) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}}, "docs": {"dbtplyr.__overview__": {"unique_id": "dbtplyr.__overview__", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "overview.md", "original_file_path": "models\\overview.md", "name": "__overview__", "block_contents": "## dbtplyr\n\nThis add-on package enhances `dbt` by providing macros which programmatically select columns\nbased on their column names. It is inspired by the [`across()` function](https://www.tidyverse.org/blog/2020/04/dplyr-1-0-0-colwise/) \nand the [`select helpers`](https://tidyselect.r-lib.org/reference/select_helpers.html) in the R package `dplyr`.\n\n`dplyr` (>= 1.0.0) has helpful semantics for selecting and applying transformations to variables based on their names.\nFor example, if one wishes to take the *sum* of all variables with name prefixes of `N` and the mean of all variables with\nname prefixes of `IND` in the dataset `mydata`, they may write:\n\n```\nsummarize(\n mydata, \n across( starts_with('N'), sum),\n across( starts_with('IND', mean)\n)\n```\n\nThis package enables us to similarly write `dbt` data models with commands like:\n\n```\n\n{% set cols = dbtplyr.get_column_names( ref('mydata') ) %}\n{% set cols_n = dbtplyr.starts_with(cols, 'N') %}\n{% set cols_ind = dbtplyr.starts_with(cols, 'IND') %}\n\nselect\n\n {{ dbtplyr.across(cols_n, \"sum({{var}}) as {{var}}_tot\") }},\n {{ dbtplyr.across(cols_ind, \"mean({{var}}) as {{var}}_avg\") }}\n\nfrom {{ ref('mydata') }}\n\n```\n\nwhich `dbt` then compiles to standard SQL. \n\nAlternatively, to protect against cases where no column names matched the pattern provided \n(e.g. no variables start with `n` so `cols_n` is an empty list), one may instead internalize the final comma\nso that it is only compiled to SQL when relevant by using the `final_comma` parameter of `across`.\n\n```\n\n {{ dbtplyr.across(cols_n, \"sum({{var}}) as {{var}}_tot\", final_comma = true) }}\n\n```\n\n\nNote that, slightly more `dplyr`-like, you may also write:\n\n```\n\nselect\n\n {{ dbtplyr.across(dbtplyr.starts_with( ref('mydata'), 'N'), \"sum({{var}}) as {{var}}_tot\") }},\n {{ dbtplyr.across(dbtplyr.starts_with( ref('mydata'), 'IND'), \"mean({{var}}) as {{var}}_avg\") }}\n\nfrom {{ ref('mydata') }}\n\n```\n\nBut, as each function call is a bit longer than the equivalent `dplyr` code, I personally find the first form more readable.\n\n## Macros\n\nThe complete list of macros included are:\n\n- `across(var_list, script_string, final_comma)`\n- `c_across(var_list, script_string)`\n- `if_any(var_list, script_string)`\n- `if_all(var_list, script_string)`\n- `starts_with(relation, string)` \n- `ends_with(relation, string)`\n- `contains(relation, string)`\n- `not_contains(relation, string)`\n- `one_of(relation, string_list)`\n- `not_one_of(relation, string_list)`\n- `matches(relation, string)`\n- `everything(relation)`\n\nNote that all of the select-helper functions that take a relation as an argument can optionally be passed a list of names instead.\n\nYou may access documentation for each individual macro using the navigation bar on the left-hand side of the screen."}, "dbt.__overview__": {"unique_id": "dbt.__overview__", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "overview.md", "original_file_path": "docs\\overview.md", "name": "__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 `--models` 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/overview)?\n- Read the [dbt viewpoint](https://docs.getdbt.com/docs/viewpoint)\n- [Installation](https://docs.getdbt.com/docs/installation)\n- Join the [chat](https://community.getdbt.com/) on Slack for live questions and support."}}, "exposures": {}, "selectors": {}, "disabled": [], "parent_map": {}, "child_map": {}} \ No newline at end of file +{"metadata": {"dbt_schema_version": "https://schemas.getdbt.com/dbt/manifest/v1.json", "dbt_version": "0.19.0", "generated_at": "2021-04-10T16:37:46.067893Z", "invocation_id": "02c1793a-12e3-403e-94f3-88d1e09499b8", "env": {}, "project_id": "fff22a04492a4ee0b1d35df7b31105bf", "user_id": "1d7122c6-6559-4c96-86db-d63f5c9ed3a3", "send_anonymous_usage_stats": true, "adapter_type": "bigquery"}, "nodes": {}, "sources": {}, "macros": {"macro.dbtplyr.across": {"unique_id": "macro.dbtplyr.across", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\across.sql", "original_file_path": "macros\\across.sql", "name": "across", "macro_sql": "{% macro across(var_list, script_string, final_comma) %}\r\n\r\n {% for v in var_list %}\r\n {{ script_string | replace('{{var}}', v) }}\r\n {%- if not loop.last %},{% endif %}\r\n {%- if loop.last and final_comma|default(false) %},{% endif %}\r\n {% endfor %}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "'Generates blocks of SQL code by iterating over a list of variable names, and inserting these names into a template string of code at the places marked with \\{\\{var\\}\\}. Note that comas are inserted between lines of code but not after the final loop. If desired, this must be done manually.'\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "var_list", "type": "List", "description": "List of variables over which to apply logic block"}, {"name": "script_string", "type": "String", "description": "'String of script to include for each variable with variable name abstracted to \\{\\{var\\}\\}'\n"}, {"name": "final_comma", "type": "Boolean", "description": "'false (default) or true to denote whether to include terminal comma. This is particularly useful if var_list may return null. In that case, including the comma on the inside is safer than hard-coding it in your main SQL script.'\n"}]}, "macro.dbtplyr.c_across": {"unique_id": "macro.dbtplyr.c_across", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\across.sql", "original_file_path": "macros\\across.sql", "name": "c_across", "macro_sql": "{% macro c_across(var_list, script_string) %}\r\n\r\n {% if script_string | length < 2 %}\r\n {{ var_list | join(script_string) }}\r\n {% else %}\r\n\t{% set vars = var_list | join(\",\") %}\r\n\t{{ script_string | replace('{{var}}', vars) }}\r\n {% endif %}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "'Generates blocks of SQL code by iterating over a list of variable names, and inserting these names into a template string. If template script is a single character, the template string itself is put between each variable. For example, + converts to a+b+c. Otherwise it should contain \\{\\{var\\}\\}, which will the be replaced with a comma-separated list of variables. For example, greatest(\\{\\{var\\}\\}) would be replaced with greatest(a,b,c). '\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "var_list", "type": "List", "description": "List of variables over which to apply logic block"}, {"name": "script_string", "type": "String", "description": "'String of script to include for each variable with variable name abstracted to \\{\\{var\\}\\} or provided as operator to place between each element of the variable list.'\n"}]}, "macro.dbtplyr.get_column_names": {"unique_id": "macro.dbtplyr.get_column_names", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\get_column_names.sql", "original_file_path": "macros\\get_column_names.sql", "name": "get_column_names", "macro_sql": "{% macro get_column_names(relation) %}\r\n\r\n{# if relation is not actually a reference simply pass through #}\r\n{# this is useful so downstream functions can accept either list or relation #}\r\n\r\n{% if relation.database is not defined %}\r\n {{ return(relation) }}\r\n{% endif %}\r\n\r\n{%- set cols_list = adapter.get_columns_in_relation(relation) -%}\r\n{% set results_list = [] %}\r\n{% for c in cols_list %}\r\n {{ results_list.append(c.name) }}\r\n{% endfor %}\r\n{{ return(results_list) }}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "'Returns string column names of relation passed or passes through\n list of strings if already supplied'\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "relation", "type": "Relation", "description": "Relation passed with Jinja ref syntax"}]}, "macro.dbtplyr.get_matches": {"unique_id": "macro.dbtplyr.get_matches", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\get_matches.sql", "original_file_path": "macros\\get_matches.sql", "name": "get_matches", "macro_sql": "{% macro get_matches(input_list, regex) %}\r\n\r\n{% set results_list = [] %}\r\n{% for l in input_list %}\r\n {% if modules.re.match(regex, l, modules.re.IGNORECASE) %}\r\n {{ results_list.append(l) or \"\" }}\r\n {% endif %}\r\n{% endfor %}\r\n\r\n{{ return(results_list) }}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of strings matching provided regular expression", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "input_list", "type": "List", "description": "List of characters"}, {"name": "regex", "type": "Character", "description": "Regular expression to be used for comparison in re.match()"}]}, "macro.dbtplyr.starts_with": {"unique_id": "macro.dbtplyr.starts_with", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\select_helpers.sql", "original_file_path": "macros\\select_helpers.sql", "name": "starts_with", "macro_sql": "{% macro starts_with(string, relation) %}\r\n\r\n{%set cols = dbtplyr.get_column_names(relation) %}\r\n{%set regex = \"^\" ~ string ~ \".*\" %}\r\n{%set results = dbtplyr.get_matches(cols, regex) %}\r\n{{return(results)}}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of string column names from relation which start with a specified string\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "string", "type": "String", "description": "String to match"}, {"name": "relation", "type": "Relation", "description": "'Relation whose column names should be evaluated for matches. If list of column names has already been obtained with a separate call to get_column_names(), this list may be passed instead for efficiency.'\n"}]}, "macro.dbtplyr.ends_with": {"unique_id": "macro.dbtplyr.ends_with", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\select_helpers.sql", "original_file_path": "macros\\select_helpers.sql", "name": "ends_with", "macro_sql": "{% macro ends_with(string, relation) %}\r\n\r\n{%set cols = dbtplyr.get_column_names(relation) %}\r\n{%set regex = \"^.*\" ~ string ~ \"$\" %}\r\n{%set results = dbtplyr.get_matches(cols, regex) %}\r\n{{return(results)}}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of string column names from relation which end with a specified string\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "string", "type": "String", "description": "String to match"}, {"name": "relation", "type": "Relation", "description": "'Relation whose column names should be evaluated for matches. If list of column names has already been obtained with a separate call to get_column_names(), this list may be passed instead for efficiency.'\n"}]}, "macro.dbtplyr.contains": {"unique_id": "macro.dbtplyr.contains", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\select_helpers.sql", "original_file_path": "macros\\select_helpers.sql", "name": "contains", "macro_sql": "{% macro contains(string, relation) %}\r\n\r\n{%set cols = dbtplyr.get_column_names(relation) %}\r\n{%set regex = \"^.*\" ~ string ~ \".*$\" %}\r\n{%set results = dbtplyr.get_matches(cols, regex) %}\r\n{{return(results)}}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of string column names from relation which contain (at any position) a specified string\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "string", "type": "String", "description": "String to match"}, {"name": "relation", "type": "Relation", "description": "'Relation whose column names should be evaluated for matches. If list of column names has already been obtained with a separate call to get_column_names(), this list may be passed instead for efficiency.'\n"}]}, "macro.dbtplyr.not_contains": {"unique_id": "macro.dbtplyr.not_contains", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\select_helpers.sql", "original_file_path": "macros\\select_helpers.sql", "name": "not_contains", "macro_sql": "{% macro not_contains(string, relation) %}\r\n\r\n{%set cols = dbtplyr.get_column_names(relation) %}\r\n{%set regex = \"^((?!\" ~ string ~ \").)*$\" %}\r\n{%set results = dbtplyr.get_matches(cols, regex) %}\r\n{{return(results)}}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of string column names from relation which do not contain (at any position) a specified string\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "string", "type": "String", "description": "String to match"}, {"name": "relation", "type": "Relation", "description": "'Relation whose column names should be evaluated for matches. If list of column names has already been obtained with a separate call to get_column_names(), this list may be passed instead for efficiency.'\n"}]}, "macro.dbtplyr.one_of": {"unique_id": "macro.dbtplyr.one_of", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\select_helpers.sql", "original_file_path": "macros\\select_helpers.sql", "name": "one_of", "macro_sql": "{% macro one_of(strings, relation) %}\r\n\r\n{%set cols = dbtplyr.get_column_names(relation) %}\r\n{%set regex = \"^(\"+ strings|join(\"|\") +\")$\" %}\r\n{%set results = dbtplyr.get_matches(cols, regex) %}\r\n{{return(results)}}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of string column names from relation which exactly match any of a list of strings\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "strings", "type": "List", "description": "List of strings against which to compare column names"}, {"name": "relation", "type": "Relation", "description": "Relation whose column names should be evaluated for matches or list of column names"}]}, "macro.dbtplyr.not_one_of": {"unique_id": "macro.dbtplyr.not_one_of", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\select_helpers.sql", "original_file_path": "macros\\select_helpers.sql", "name": "not_one_of", "macro_sql": "{% macro not_one_of(strings, relation) %}\r\n\r\n{%set cols = dbtplyr.get_column_names(relation) %}\r\n{%set results = cols | reject('in', strings) %}\r\n{{return(results)}}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of string column names from relation which do not match any of a list of strings\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "strings", "type": "List", "description": "List of strings against which to compare column names"}, {"name": "relation", "type": "Relation", "description": "Relation whose column names should be evaluated for matches or list of column names"}]}, "macro.dbtplyr.matches": {"unique_id": "macro.dbtplyr.matches", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\select_helpers.sql", "original_file_path": "macros\\select_helpers.sql", "name": "matches", "macro_sql": "{% macro matches(string, relation) %}\r\n\r\n{%set cols = dbtplyr.get_column_names(relation) %}\r\n{%set regex = string %}\r\n{%set results = dbtplyr.get_matches(cols, regex) %}\r\n{{return(results)}}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of string column names from relation which exactly match a specified regex\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "string", "type": "String", "description": "String to match"}, {"name": "relation", "type": "Relation", "description": "'Relation whose column names should be evaluated for matches. If list of column names has already been obtained with a separate call to get_column_names(), this list may be passed instead for efficiency.'\n"}]}, "macro.dbtplyr.everything": {"unique_id": "macro.dbtplyr.everything", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\select_helpers.sql", "original_file_path": "macros\\select_helpers.sql", "name": "everything", "macro_sql": "{% macro everything(relation) %}\r\n\r\n{%set cols = dbtplyr.get_column_names(relation) %}\r\n{{return(cols)}}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "Returns list of string column names from relation which start with specified string\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "relation", "type": "Relation", "description": "Relation passed with Jinja ref syntax or list of column namess"}]}, "macro.dbtplyr.if_any": {"unique_id": "macro.dbtplyr.if_any", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\where_helpers.sql", "original_file_path": "macros\\where_helpers.sql", "name": "if_any", "macro_sql": "{% macro if_any(var_list, script_string) %}\r\n\r\n {% for v in var_list %}\r\n {{ \"(\" ~ script_string | replace('{{var}}', v) ~ \")\" }}\r\n {%- if not loop.last %} or {% endif %}\r\n {% endfor %}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "'Generates blocks of SQL code by iterating over a list of variable names, and inserting these names into a template string of code at the places marked with \\{\\{var\\}\\}. Conditions are separated by logical OR.'\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "var_list", "type": "List", "description": "List of variables over which to apply logic block"}, {"name": "script_string", "type": "String", "description": "'String of script to include for each variable with variable name abstracted to \\{\\{var\\}\\}'\n"}]}, "macro.dbtplyr.if_all": {"unique_id": "macro.dbtplyr.if_all", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "macros\\where_helpers.sql", "original_file_path": "macros\\where_helpers.sql", "name": "if_all", "macro_sql": "{% macro if_all(var_list, script_string) %}\r\n\r\n {% for v in var_list %}\r\n {{ \"(\" ~ script_string | replace('{{var}}', v) ~ \")\" }}\r\n {%- if not loop.last %} and {% endif %}\r\n {% endfor %}\r\n\r\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "'Generates blocks of SQL code by iterating over a list of variable names, and inserting these names into a template string of code at the places marked with \\{\\{var\\}\\}. Conditions are separated by logical AND'\n", "meta": {}, "docs": {"show": true}, "patch_path": "macros\\macro.yml", "arguments": [{"name": "var_list", "type": "List", "description": "List of variables over which to apply logic block"}, {"name": "script_string", "type": "String", "description": "'String of script to include for each variable with variable name abstracted to \\{\\{var\\}\\}'\n"}]}, "macro.dbt_bigquery.partition_by": {"unique_id": "macro.dbt_bigquery.partition_by", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "partition_by", "macro_sql": "{% macro partition_by(partition_config) -%}\n {%- if partition_config is none -%}\n {% do return('') %}\n {%- elif partition_config.data_type | lower in ('date','timestamp','datetime') -%}\n partition by {{ partition_config.render() }}\n {%- elif partition_config.data_type | lower in ('int64') -%}\n {%- set range = partition_config.range -%}\n partition by range_bucket(\n {{ partition_config.field }},\n generate_array({{ range.start}}, {{ range.end }}, {{ range.interval }})\n )\n {%- endif -%}\n{%- endmacro -%}\n\n", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.cluster_by": {"unique_id": "macro.dbt_bigquery.cluster_by", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "cluster_by", "macro_sql": "{% macro cluster_by(raw_cluster_by) %}\n {%- if raw_cluster_by is not none -%}\n cluster by {% if raw_cluster_by is string -%}\n {% set raw_cluster_by = [raw_cluster_by] %}\n {%- endif -%}\n {%- for cluster in raw_cluster_by -%}\n {{ cluster }}\n {%- if not loop.last -%}, {% endif -%}\n {%- endfor -%}\n\n {% endif %}\n\n{%- endmacro -%}\n\n\n", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery_table_options": {"unique_id": "macro.dbt_bigquery.bigquery_table_options", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery_table_options", "macro_sql": "{% macro bigquery_table_options(config, node, temporary) %}\n {% set opts = adapter.get_table_options(config, node, temporary) %}\n\n {% set options -%}\n OPTIONS({% for opt_key, opt_val in opts.items() %}\n {{ opt_key }}={{ opt_val }}{{ \",\" if not loop.last }}\n {% endfor %})\n {%- endset %}\n {%- do return(options) -%}\n{%- endmacro -%}\n\n", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__create_table_as": {"unique_id": "macro.dbt_bigquery.bigquery__create_table_as", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__create_table_as", "macro_sql": "{% macro bigquery__create_table_as(temporary, relation, sql) -%}\n {%- set raw_partition_by = config.get('partition_by', none) -%}\n {%- set raw_cluster_by = config.get('cluster_by', none) -%}\n {%- set sql_header = config.get('sql_header', none) -%}\n\n {%- set partition_config = adapter.parse_partition_by(raw_partition_by) -%}\n\n {{ sql_header if sql_header is not none }}\n\n create or replace table {{ relation }}\n {{ partition_by(partition_config) }}\n {{ cluster_by(raw_cluster_by) }}\n {{ bigquery_table_options(config, model, temporary) }}\n as (\n {{ sql }}\n );\n\n{%- endmacro -%}\n\n", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__create_view_as": {"unique_id": "macro.dbt_bigquery.bigquery__create_view_as", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__create_view_as", "macro_sql": "{% macro bigquery__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\n create or replace view {{ relation }}\n {{ bigquery_table_options(config, model, temporary=false) }}\n as {{ sql }};\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__create_schema": {"unique_id": "macro.dbt_bigquery.bigquery__create_schema", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__create_schema", "macro_sql": "{% macro bigquery__create_schema(relation) -%}\n {{ adapter.create_schema(relation) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__drop_schema": {"unique_id": "macro.dbt_bigquery.bigquery__drop_schema", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__drop_schema", "macro_sql": "{% macro bigquery__drop_schema(relation) -%}\n {{ adapter.drop_schema(relation) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__drop_relation": {"unique_id": "macro.dbt_bigquery.bigquery__drop_relation", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__drop_relation", "macro_sql": "{% macro bigquery__drop_relation(relation) -%}\n {% call statement('drop_relation') -%}\n drop {{ relation.type }} if exists {{ relation }}\n {%- endcall %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__get_columns_in_relation": {"unique_id": "macro.dbt_bigquery.bigquery__get_columns_in_relation", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__get_columns_in_relation", "macro_sql": "{% macro bigquery__get_columns_in_relation(relation) -%}\n {{ return(adapter.get_columns_in_relation(relation)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__list_relations_without_caching": {"unique_id": "macro.dbt_bigquery.bigquery__list_relations_without_caching", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__list_relations_without_caching", "macro_sql": "{% macro bigquery__list_relations_without_caching(schema_relation) -%}\n {{ return(adapter.list_relations_without_caching(schema_relation)) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__current_timestamp": {"unique_id": "macro.dbt_bigquery.bigquery__current_timestamp", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__current_timestamp", "macro_sql": "{% macro bigquery__current_timestamp() -%}\n CURRENT_TIMESTAMP()\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__snapshot_string_as_time": {"unique_id": "macro.dbt_bigquery.bigquery__snapshot_string_as_time", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__snapshot_string_as_time", "macro_sql": "{% macro bigquery__snapshot_string_as_time(timestamp) -%}\n {%- set result = 'TIMESTAMP(\"' ~ timestamp ~ '\")' -%}\n {{ return(result) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__list_schemas": {"unique_id": "macro.dbt_bigquery.bigquery__list_schemas", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__list_schemas", "macro_sql": "{% macro bigquery__list_schemas(database) -%}\n {{ return(adapter.list_schemas(database)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__check_schema_exists": {"unique_id": "macro.dbt_bigquery.bigquery__check_schema_exists", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__check_schema_exists", "macro_sql": "{% macro bigquery__check_schema_exists(information_schema, schema) %}\n {{ return(adapter.check_schema_exists(information_schema.database, schema)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__persist_docs": {"unique_id": "macro.dbt_bigquery.bigquery__persist_docs", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__persist_docs", "macro_sql": "{% macro bigquery__persist_docs(relation, model, for_relation, for_columns) -%}\n {% if for_columns and config.persist_column_docs() and model.columns %}\n {% do alter_column_comment(relation, model.columns) %}\n {% endif %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__alter_column_comment": {"unique_id": "macro.dbt_bigquery.bigquery__alter_column_comment", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__alter_column_comment", "macro_sql": "{% macro bigquery__alter_column_comment(relation, column_dict) -%}\n {% do adapter.update_columns(relation, column_dict) %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__rename_relation": {"unique_id": "macro.dbt_bigquery.bigquery__rename_relation", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__rename_relation", "macro_sql": "{% macro bigquery__rename_relation(from_relation, to_relation) -%}\n {% do adapter.rename_relation(from_relation, to_relation) %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__alter_column_type": {"unique_id": "macro.dbt_bigquery.bigquery__alter_column_type", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\adapters.sql", "original_file_path": "macros\\adapters.sql", "name": "bigquery__alter_column_type", "macro_sql": "{% macro bigquery__alter_column_type(relation, column_name, new_column_type) -%}\n {#\n Changing a column's data type using a query requires you to scan the entire table.\n The query charges can be significant if the table is very large.\n\n https://cloud.google.com/bigquery/docs/manually-changing-schemas#changing_a_columns_data_type\n #}\n {% set relation_columns = get_columns_in_relation(relation) %}\n\n {% set sql %}\n select\n {%- for col in relation_columns -%}\n {% if col.column == column_name %}\n CAST({{ col.quoted }} AS {{ new_column_type }}) AS {{ col.quoted }}\n {%- else %}\n {{ col.quoted }}\n {%- endif %}\n {%- if not loop.last %},{% endif -%}\n {%- endfor %}\n from {{ relation }}\n {% endset %}\n\n {% call statement('alter_column_type') %}\n {{ create_table_as(False, relation, sql)}}\n {%- endcall %}\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__get_catalog": {"unique_id": "macro.dbt_bigquery.bigquery__get_catalog", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\catalog.sql", "original_file_path": "macros\\catalog.sql", "name": "bigquery__get_catalog", "macro_sql": "{% macro bigquery__get_catalog(information_schema, schemas) -%}\n\n {%- if (schemas | length) == 0 -%}\n {# Hopefully nothing cares about the columns we return when there are no rows #}\n {%- set query = \"select 1 as id limit 0\" -%}\n {%- else -%}\n\n {%- set query -%}\n with tables as (\n select\n project_id as table_database,\n dataset_id as table_schema,\n table_id as original_table_name,\n\n concat(project_id, '.', dataset_id, '.', table_id) as relation_id,\n\n row_count,\n size_bytes as size_bytes,\n case\n when type = 1 then 'table'\n when type = 2 then 'view'\n else 'external'\n end as table_type,\n\n REGEXP_CONTAINS(table_id, '^.+[0-9]{8}$') and coalesce(type, 0) = 1 as is_date_shard,\n REGEXP_EXTRACT(table_id, '^(.+)[0-9]{8}$') as shard_base_name,\n REGEXP_EXTRACT(table_id, '^.+([0-9]{8})$') as shard_name\n\n from {{ information_schema.replace(information_schema_view='__TABLES__') }}\n where (\n {%- for schema in schemas -%}\n upper(dataset_id) = upper('{{ schema }}'){%- if not loop.last %} or {% endif -%}\n {%- endfor -%}\n )\n ),\n\n extracted as (\n\n select *,\n case\n when is_date_shard then shard_base_name\n else original_table_name\n end as table_name\n\n from tables\n\n ),\n\n unsharded_tables as (\n\n select\n table_database,\n table_schema,\n table_name,\n coalesce(table_type, 'external') as table_type,\n is_date_shard,\n\n struct(\n min(shard_name) as shard_min,\n max(shard_name) as shard_max,\n count(*) as shard_count\n ) as table_shards,\n\n sum(size_bytes) as size_bytes,\n sum(row_count) as row_count,\n\n max(relation_id) as relation_id\n\n from extracted\n group by 1,2,3,4,5\n\n ),\n\n info_schema_columns as (\n\n select\n concat(table_catalog, '.', table_schema, '.', table_name) as relation_id,\n table_catalog as table_database,\n table_schema,\n table_name,\n\n -- use the \"real\" column name from the paths query below\n column_name as base_column_name,\n ordinal_position as column_index,\n\n is_partitioning_column,\n clustering_ordinal_position\n\n from {{ information_schema.replace(information_schema_view='COLUMNS') }}\n where ordinal_position is not null\n\n ),\n\n info_schema_column_paths as (\n\n select\n concat(table_catalog, '.', table_schema, '.', table_name) as relation_id,\n field_path as column_name,\n data_type as column_type,\n column_name as base_column_name,\n description as column_comment\n\n from {{ information_schema.replace(information_schema_view='COLUMN_FIELD_PATHS') }}\n\n ),\n\n columns as (\n\n select * except (base_column_name)\n from info_schema_columns\n join info_schema_column_paths using (relation_id, base_column_name)\n\n ),\n\n column_stats as (\n\n select\n table_database,\n table_schema,\n table_name,\n max(relation_id) as relation_id,\n max(case when is_partitioning_column = 'YES' then 1 else 0 end) = 1 as is_partitioned,\n max(case when is_partitioning_column = 'YES' then column_name else null end) as partition_column,\n max(case when clustering_ordinal_position is not null then 1 else 0 end) = 1 as is_clustered,\n array_to_string(\n array_agg(\n case\n when clustering_ordinal_position is not null then column_name\n else null\n end ignore nulls\n order by clustering_ordinal_position\n ), ', '\n ) as clustering_columns\n\n from columns\n group by 1,2,3\n\n )\n\n select\n unsharded_tables.table_database,\n unsharded_tables.table_schema,\n case\n when is_date_shard then concat(unsharded_tables.table_name, '*')\n else unsharded_tables.table_name\n end as table_name,\n unsharded_tables.table_type,\n\n -- coalesce name and type for External tables - these columns are not\n -- present in the COLUMN_FIELD_PATHS resultset\n coalesce(columns.column_name, '') as column_name,\n -- invent a row number to account for nested fields -- BQ does\n -- not treat these nested properties as independent fields\n row_number() over (\n partition by relation_id\n order by columns.column_index, columns.column_name\n ) as column_index,\n coalesce(columns.column_type, '') as column_type,\n columns.column_comment,\n\n 'Shard count' as `stats__date_shards__label`,\n table_shards.shard_count as `stats__date_shards__value`,\n 'The number of date shards in this table' as `stats__date_shards__description`,\n is_date_shard as `stats__date_shards__include`,\n\n 'Shard (min)' as `stats__date_shard_min__label`,\n table_shards.shard_min as `stats__date_shard_min__value`,\n 'The first date shard in this table' as `stats__date_shard_min__description`,\n is_date_shard as `stats__date_shard_min__include`,\n\n 'Shard (max)' as `stats__date_shard_max__label`,\n table_shards.shard_max as `stats__date_shard_max__value`,\n 'The last date shard in this table' as `stats__date_shard_max__description`,\n is_date_shard as `stats__date_shard_max__include`,\n\n '# Rows' as `stats__num_rows__label`,\n row_count as `stats__num_rows__value`,\n 'Approximate count of rows in this table' as `stats__num_rows__description`,\n (unsharded_tables.table_type = 'table') as `stats__num_rows__include`,\n\n 'Approximate Size' as `stats__num_bytes__label`,\n size_bytes as `stats__num_bytes__value`,\n 'Approximate size of table as reported by BigQuery' as `stats__num_bytes__description`,\n (unsharded_tables.table_type = 'table') as `stats__num_bytes__include`,\n\n 'Partitioned By' as `stats__partitioning_type__label`,\n partition_column as `stats__partitioning_type__value`,\n 'The partitioning column for this table' as `stats__partitioning_type__description`,\n is_partitioned as `stats__partitioning_type__include`,\n\n 'Clustered By' as `stats__clustering_fields__label`,\n clustering_columns as `stats__clustering_fields__value`,\n 'The clustering columns for this table' as `stats__clustering_fields__description`,\n is_clustered as `stats__clustering_fields__include`\n\n -- join using relation_id (an actual relation, not a shard prefix) to make\n -- sure that column metadata is picked up through the join. This will only\n -- return the column information for the \"max\" table in a date-sharded table set\n from unsharded_tables\n left join columns using (relation_id)\n left join column_stats using (relation_id)\n {%- endset -%}\n\n {%- endif -%}\n\n {{ return(run_query(query)) }}\n\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.date_sharded_table": {"unique_id": "macro.dbt_bigquery.date_sharded_table", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\etc.sql", "original_file_path": "macros\\etc.sql", "name": "date_sharded_table", "macro_sql": "{% macro date_sharded_table(base_name) %}\n {{ return(base_name ~ \"[DBT__PARTITION_DATE]\") }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.grant_access_to": {"unique_id": "macro.dbt_bigquery.grant_access_to", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\etc.sql", "original_file_path": "macros\\etc.sql", "name": "grant_access_to", "macro_sql": "{% macro grant_access_to(entity, entity_type, role, grant_target_dict) -%}\n {% do adapter.grant_access_to(entity, entity_type, role, grant_target_dict) %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.get_partitions_metadata": {"unique_id": "macro.dbt_bigquery.get_partitions_metadata", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\etc.sql", "original_file_path": "macros\\etc.sql", "name": "get_partitions_metadata", "macro_sql": "\n\n{%- macro get_partitions_metadata(table) -%}\n {%- if execute -%}\n {%- set res = adapter.get_partitions_metadata(table) -%}\n {{- return(res) -}}\n {%- endif -%}\n {{- return(None) -}}\n{%- endmacro -%}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.materialization_copy_bigquery": {"unique_id": "macro.dbt_bigquery.materialization_copy_bigquery", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\copy.sql", "original_file_path": "macros\\materializations\\copy.sql", "name": "materialization_copy_bigquery", "macro_sql": "{% materialization copy, adapter='bigquery' -%}\n\n {# Setup #}\n {{ run_hooks(pre_hooks) }}\n\n {# there should be exactly one ref or exactly one source #}\n {% set destination = this.incorporate(type='table') %}\n\n {% set dependency_type = none %}\n {% if (model.refs | length) == 1 and (model.sources | length) == 0 %}\n {% set dependency_type = 'ref' %}\n {% elif (model.refs | length) == 0 and (model.sources | length) == 1 %}\n {% set dependency_type = 'source' %}\n {% else %}\n {% set msg %}\n Expected exactly one ref or exactly one source, instead got {{ model.refs | length }} models and {{ model.sources | length }} sources.\n {% endset %}\n {% do exceptions.raise_compiler_error(msg) %}\n {% endif %}\n\n {% if dependency_type == 'ref' %}\n {% set src = ref(*model.refs[0]) %}\n {% else %}\n {% set src = source(*model.sources[0]) %}\n {% endif %}\n\n {%- set result_str = adapter.copy_table(\n src,\n destination,\n config.get('copy_materialization', 'table')) -%}\n\n {{ store_result('main', response=result_str) }}\n\n {# Clean up #}\n {{ run_hooks(post_hooks) }}\n {{ adapter.commit() }}\n\n {{ return({'relations': [destination]}) }}\n{%- endmaterialization %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.dbt_bigquery_validate_get_incremental_strategy": {"unique_id": "macro.dbt_bigquery.dbt_bigquery_validate_get_incremental_strategy", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\incremental.sql", "original_file_path": "macros\\materializations\\incremental.sql", "name": "dbt_bigquery_validate_get_incremental_strategy", "macro_sql": "{% macro dbt_bigquery_validate_get_incremental_strategy(config) %}\n {#-- Find and validate the incremental strategy #}\n {%- set strategy = config.get(\"incremental_strategy\", default=\"merge\") -%}\n\n {% set invalid_strategy_msg -%}\n Invalid incremental strategy provided: {{ strategy }}\n Expected one of: 'merge', 'insert_overwrite'\n {%- endset %}\n {% if strategy not in ['merge', 'insert_overwrite'] %}\n {% do exceptions.raise_compiler_error(invalid_strategy_msg) %}\n {% endif %}\n\n {% do return(strategy) %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bq_insert_overwrite": {"unique_id": "macro.dbt_bigquery.bq_insert_overwrite", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\incremental.sql", "original_file_path": "macros\\materializations\\incremental.sql", "name": "bq_insert_overwrite", "macro_sql": "{% macro bq_insert_overwrite(tmp_relation, target_relation, sql, unique_key, partition_by, partitions, dest_columns) %}\n {%- set partition_type =\n 'date' if partition_by.data_type in ('timestamp, datetime')\n else partition_by.data_type -%}\n\n {% if partitions is not none and partitions != [] %} {# static #}\n\n {% set predicate -%}\n {{ partition_by.render(alias='DBT_INTERNAL_DEST') }} in (\n {{ partitions | join (', ') }}\n )\n {%- endset %}\n\n {%- set source_sql -%}\n (\n {{sql}}\n )\n {%- endset -%}\n\n {{ get_insert_overwrite_merge_sql(target_relation, source_sql, dest_columns, [predicate], include_sql_header=true) }}\n\n {% else %} {# dynamic #}\n\n {% set predicate -%}\n {{ partition_by.render(alias='DBT_INTERNAL_DEST') }} in unnest(dbt_partitions_for_replacement)\n {%- endset %}\n\n {%- set source_sql -%}\n (\n select * from {{ tmp_relation }}\n )\n {%- endset -%}\n\n -- generated script to merge partitions into {{ target_relation }}\n declare dbt_partitions_for_replacement array<{{ partition_type }}>;\n declare _dbt_max_partition {{ partition_by.data_type }};\n\n set _dbt_max_partition = (\n select max({{ partition_by.field }}) from {{ this }}\n );\n\n -- 1. create a temp table\n {{ create_table_as(True, tmp_relation, sql) }}\n\n -- 2. define partitions to update\n set (dbt_partitions_for_replacement) = (\n select as struct\n array_agg(distinct {{ partition_by.render() }})\n from {{ tmp_relation }}\n );\n\n {#\n TODO: include_sql_header is a hack; consider a better approach that includes\n the sql_header at the materialization-level instead\n #}\n -- 3. run the merge statement\n {{ get_insert_overwrite_merge_sql(target_relation, source_sql, dest_columns, [predicate], include_sql_header=false) }};\n\n -- 4. clean up the temp table\n drop table if exists {{ tmp_relation }}\n\n {% endif %}\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.materialization_incremental_bigquery": {"unique_id": "macro.dbt_bigquery.materialization_incremental_bigquery", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\incremental.sql", "original_file_path": "macros\\materializations\\incremental.sql", "name": "materialization_incremental_bigquery", "macro_sql": "{% materialization incremental, adapter='bigquery' -%}\n\n {%- set unique_key = config.get('unique_key') -%}\n {%- set full_refresh_mode = (should_full_refresh()) -%}\n\n {%- set target_relation = this %}\n {%- set existing_relation = load_relation(this) %}\n {%- set tmp_relation = make_temp_relation(this) %}\n\n {#-- Validate early so we don't run SQL if the strategy is invalid --#}\n {% set strategy = dbt_bigquery_validate_get_incremental_strategy(config) -%}\n\n {%- set raw_partition_by = config.get('partition_by', none) -%}\n {%- set partition_by = adapter.parse_partition_by(raw_partition_by) -%}\n {%- set partitions = config.get('partitions', none) -%}\n {%- set cluster_by = config.get('cluster_by', none) -%}\n\n {{ run_hooks(pre_hooks) }}\n\n {% if existing_relation is none %}\n {% set build_sql = create_table_as(False, target_relation, sql) %}\n {% elif existing_relation.is_view %}\n {#-- There's no way to atomically replace a view with a table on BQ --#}\n {{ adapter.drop_relation(existing_relation) }}\n {% set build_sql = create_table_as(False, target_relation, sql) %}\n {% elif full_refresh_mode %}\n {#-- If the partition/cluster config has changed, then we must drop and recreate --#}\n {% if not adapter.is_replaceable(existing_relation, partition_by, cluster_by) %}\n {% do log(\"Hard refreshing \" ~ existing_relation ~ \" because it is not replaceable\") %}\n {{ adapter.drop_relation(existing_relation) }}\n {% endif %}\n {% set build_sql = create_table_as(False, target_relation, sql) %}\n {% else %}\n {% set dest_columns = adapter.get_columns_in_relation(existing_relation) %}\n\n {#-- if partitioned, use BQ scripting to get the range of partition values to be updated --#}\n {% if strategy == 'insert_overwrite' %}\n\n {% set missing_partition_msg -%}\n The 'insert_overwrite' strategy requires the `partition_by` config.\n {%- endset %}\n {% if partition_by is none %}\n {% do exceptions.raise_compiler_error(missing_partition_msg) %}\n {% endif %}\n\n {% set build_sql = bq_insert_overwrite(\n tmp_relation,\n target_relation,\n sql,\n unique_key,\n partition_by,\n partitions,\n dest_columns) %}\n\n {% else %}\n {#-- wrap sql in parens to make it a subquery --#}\n {%- set source_sql -%}\n (\n {{sql}}\n )\n {%- endset -%}\n\n {% set build_sql = get_merge_sql(target_relation, source_sql, unique_key, dest_columns) %}\n\n {% endif %}\n\n {% endif %}\n\n {%- call statement('main') -%}\n {{ build_sql }}\n {% endcall %}\n\n {{ run_hooks(post_hooks) }}\n\n {% set target_relation = this.incorporate(type='table') %}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ return({'relations': [target_relation]}) }}\n\n{%- endmaterialization %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__create_csv_table": {"unique_id": "macro.dbt_bigquery.bigquery__create_csv_table", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\seed.sql", "original_file_path": "macros\\materializations\\seed.sql", "name": "bigquery__create_csv_table", "macro_sql": "{% macro bigquery__create_csv_table(model, agate_table) %}\n -- no-op\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__reset_csv_table": {"unique_id": "macro.dbt_bigquery.bigquery__reset_csv_table", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\seed.sql", "original_file_path": "macros\\materializations\\seed.sql", "name": "bigquery__reset_csv_table", "macro_sql": "{% macro bigquery__reset_csv_table(model, full_refresh, old_relation, agate_table) %}\n {{ adapter.drop_relation(old_relation) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__load_csv_rows": {"unique_id": "macro.dbt_bigquery.bigquery__load_csv_rows", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\seed.sql", "original_file_path": "macros\\materializations\\seed.sql", "name": "bigquery__load_csv_rows", "macro_sql": "{% macro bigquery__load_csv_rows(model, agate_table) %}\n\n {%- set column_override = model['config'].get('column_types', {}) -%}\n {{ adapter.load_dataframe(model['database'], model['schema'], model['alias'],\n \t\t\t\t\t\t\tagate_table, column_override) }}\n {% if config.persist_relation_docs() and 'description' in model %}\n\n \t{{ adapter.update_table_description(model['database'], model['schema'], model['alias'], model['description']) }}\n {% endif %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__snapshot_hash_arguments": {"unique_id": "macro.dbt_bigquery.bigquery__snapshot_hash_arguments", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot.sql", "name": "bigquery__snapshot_hash_arguments", "macro_sql": "{% macro bigquery__snapshot_hash_arguments(args) -%}\n to_hex(md5(concat({%- for arg in args -%}\n coalesce(cast({{ arg }} as string), ''){% if not loop.last %}, '|',{% endif -%}\n {%- endfor -%}\n )))\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__create_columns": {"unique_id": "macro.dbt_bigquery.bigquery__create_columns", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot.sql", "name": "bigquery__create_columns", "macro_sql": "{% macro bigquery__create_columns(relation, columns) %}\n {{ adapter.alter_table_add_columns(relation, columns) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__post_snapshot": {"unique_id": "macro.dbt_bigquery.bigquery__post_snapshot", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot.sql", "name": "bigquery__post_snapshot", "macro_sql": "{% macro bigquery__post_snapshot(staging_relation) %}\n -- Clean up the snapshot temp table\n {% do drop_relation(staging_relation) %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.make_date_partitioned_table": {"unique_id": "macro.dbt_bigquery.make_date_partitioned_table", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\table.sql", "original_file_path": "macros\\materializations\\table.sql", "name": "make_date_partitioned_table", "macro_sql": "{% macro make_date_partitioned_table(model, relation, dates, should_create, verbose=False) %}\n\n {% if should_create %}\n {{ adapter.make_date_partitioned_table(relation) }}\n {% endif %}\n\n {% for date in dates %}\n {% set date = (date | string) %}\n {% if verbose %}\n {% set table_start_time = modules.datetime.datetime.now().strftime(\"%H:%M:%S\") %}\n {{ log(table_start_time ~ ' | -> Running for day ' ~ date, info=True) }}\n {% endif %}\n\n {% set fixed_sql = model['compiled_sql'] | replace('[DBT__PARTITION_DATE]', date) %}\n {% set _ = adapter.execute_model(model, 'table', fixed_sql, decorator=date) %}\n {% endfor %}\n\n {% set num_days = dates | length %}\n {% if num_days == 1 %}\n {% set result_str = 'CREATED 1 PARTITION' %}\n {% else %}\n {% set result_str = 'CREATED ' ~ num_days ~ ' PARTITIONS' %}\n {% endif %}\n\n {{ store_result('main', response=result_str) }}\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.materialization_table_bigquery": {"unique_id": "macro.dbt_bigquery.materialization_table_bigquery", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\table.sql", "original_file_path": "macros\\materializations\\table.sql", "name": "materialization_table_bigquery", "macro_sql": "{% materialization table, adapter='bigquery' -%}\n\n {%- set identifier = model['alias'] -%}\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n {%- set exists_not_as_table = (old_relation is not none and not old_relation.is_table) -%}\n {%- set target_relation = api.Relation.create(database=database, schema=schema, identifier=identifier, type='table') -%}\n {%- set verbose = config.get('verbose', False) -%}\n\n {# partitions: iterate over each partition, running a separate query in a for-loop #}\n {%- set partitions = config.get('partitions') -%}\n\n {% if partitions %}\n {% if partitions is number or partitions is string %}\n {% set partitions = [(partitions | string)] %}\n {% endif %}\n\n {% if partitions is not iterable %}\n {{ exceptions.raise_compiler_error(\"Provided `partitions` configuration is not a list. Got: \" ~ partitions, model) }}\n {% endif %}\n {% endif %}\n\n {{ run_hooks(pre_hooks) }}\n\n {#\n Since dbt uses WRITE_TRUNCATE mode for tables, we only need to drop this thing\n if it is not a table. If it _is_ already a table, then we can overwrite it without downtime\n #}\n {%- if exists_not_as_table -%}\n {{ adapter.drop_relation(old_relation) }}\n {%- endif -%}\n\n -- build model\n {% if partitions %}\n {# Create the dp-table if 1. it does not exist or 2. it existed, but we just dropped it #}\n {%- set should_create = (old_relation is none or exists_not_as_table) -%}\n {{ make_date_partitioned_table(model, target_relation, partitions, should_create, verbose) }}\n {% else %}\n {%- set raw_partition_by = config.get('partition_by', none) -%}\n {%- set partition_by = adapter.parse_partition_by(raw_partition_by) -%}\n {%- set cluster_by = config.get('cluster_by', none) -%}\n {% if not adapter.is_replaceable(old_relation, partition_by, cluster_by) %}\n {% do log(\"Hard refreshing \" ~ old_relation ~ \" because it is not replaceable\") %}\n {% do adapter.drop_relation(old_relation) %}\n {% endif %}\n {% call statement('main') -%}\n {{ create_table_as(False, target_relation, sql) }}\n {% endcall -%}\n {% endif %}\n\n {{ run_hooks(post_hooks) }}\n\n {% do persist_docs(target_relation, model) %}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmaterialization %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.bigquery__handle_existing_table": {"unique_id": "macro.dbt_bigquery.bigquery__handle_existing_table", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\view.sql", "original_file_path": "macros\\materializations\\view.sql", "name": "bigquery__handle_existing_table", "macro_sql": "{% macro bigquery__handle_existing_table(full_refresh, old_relation) %}\n {%- if full_refresh -%}\n {{ adapter.drop_relation(old_relation) }}\n {%- else -%}\n {{ exceptions.relation_wrong_type(old_relation, 'view') }}\n {%- endif -%}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt_bigquery.materialization_view_bigquery": {"unique_id": "macro.dbt_bigquery.materialization_view_bigquery", "package_name": "dbt_bigquery", "root_path": "C:\\Users\\emily\\AppData\\Roaming\\Python\\Python38\\site-packages\\dbt\\include\\bigquery", "path": "macros\\materializations\\view.sql", "original_file_path": "macros\\materializations\\view.sql", "name": "materialization_view_bigquery", "macro_sql": "{% materialization view, adapter='bigquery' -%}\n {% set to_return = create_or_replace_view(run_outside_transaction_hooks=False) %}\n\n {% set target_relation = this.incorporate(type='view') %}\n {% do persist_docs(target_relation, model) %}\n\n {% if config.get('grant_access_to') %}\n {% for grant_target_dict in config.get('grant_access_to') %}\n {% do adapter.grant_access_to(this, 'view', None, grant_target_dict) %}\n {% endfor %}\n {% endif %}\n\n {% do return(to_return) %}\n\n{%- endmaterialization %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.statement": {"unique_id": "macro.dbt.statement", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\core.sql", "original_file_path": "macros\\core.sql", "name": "statement", "macro_sql": "{% macro statement(name=None, fetch_result=False, auto_begin=True) -%}\n {%- if execute: -%}\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 {%- set res, table = adapter.execute(sql, auto_begin=auto_begin, fetch=fetch_result) -%}\n {%- if name is not none -%}\n {{ store_result(name, response=res, agate_table=table) }}\n {%- endif -%}\n\n {%- endif -%}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.noop_statement": {"unique_id": "macro.dbt.noop_statement", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\core.sql", "original_file_path": "macros\\core.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_columns_in_query": {"unique_id": "macro.dbt.get_columns_in_query", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "get_columns_in_query", "macro_sql": "{% macro get_columns_in_query(select_sql) -%}\n {{ return(adapter.dispatch('get_columns_in_query')(select_sql)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__get_columns_in_query": {"unique_id": "macro.dbt.default__get_columns_in_query", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 select * from (\n {{ select_sql }}\n ) as __dbt_sbq\n where false\n limit 0\n {% endcall %}\n\n {{ return(load_result('get_columns_in_query').table.columns | map(attribute='name') | list) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.create_schema": {"unique_id": "macro.dbt.create_schema", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "create_schema", "macro_sql": "{% macro create_schema(relation) -%}\n {{ adapter.dispatch('create_schema')(relation) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__create_schema": {"unique_id": "macro.dbt.default__create_schema", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.drop_schema": {"unique_id": "macro.dbt.drop_schema", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "drop_schema", "macro_sql": "{% macro drop_schema(relation) -%}\n {{ adapter.dispatch('drop_schema')(relation) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__drop_schema": {"unique_id": "macro.dbt.default__drop_schema", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.create_table_as": {"unique_id": "macro.dbt.create_table_as", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "create_table_as", "macro_sql": "{% macro create_table_as(temporary, relation, sql) -%}\n {{ adapter.dispatch('create_table_as')(temporary, relation, sql) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__create_table_as": {"unique_id": "macro.dbt.default__create_table_as", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 as (\n {{ sql }}\n );\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.create_view_as": {"unique_id": "macro.dbt.create_view_as", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "create_view_as", "macro_sql": "{% macro create_view_as(relation, sql) -%}\n {{ adapter.dispatch('create_view_as')(relation, sql) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__create_view_as": {"unique_id": "macro.dbt.default__create_view_as", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 }} as (\n {{ sql }}\n );\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_catalog": {"unique_id": "macro.dbt.get_catalog", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "get_catalog", "macro_sql": "{% macro get_catalog(information_schema, schemas) -%}\n {{ return(adapter.dispatch('get_catalog')(information_schema, schemas)) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__get_catalog": {"unique_id": "macro.dbt.default__get_catalog", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_columns_in_relation": {"unique_id": "macro.dbt.get_columns_in_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "get_columns_in_relation", "macro_sql": "{% macro get_columns_in_relation(relation) -%}\n {{ return(adapter.dispatch('get_columns_in_relation')(relation)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.sql_convert_columns_in_relation": {"unique_id": "macro.dbt.sql_convert_columns_in_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__get_columns_in_relation": {"unique_id": "macro.dbt.default__get_columns_in_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.alter_column_type": {"unique_id": "macro.dbt.alter_column_type", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "alter_column_type", "macro_sql": "{% macro alter_column_type(relation, column_name, new_column_type) -%}\n {{ return(adapter.dispatch('alter_column_type')(relation, column_name, new_column_type)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.alter_column_comment": {"unique_id": "macro.dbt.alter_column_comment", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "alter_column_comment", "macro_sql": "{% macro alter_column_comment(relation, column_dict) -%}\n {{ return(adapter.dispatch('alter_column_comment')(relation, column_dict)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__alter_column_comment": {"unique_id": "macro.dbt.default__alter_column_comment", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.alter_relation_comment": {"unique_id": "macro.dbt.alter_relation_comment", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "alter_relation_comment", "macro_sql": "{% macro alter_relation_comment(relation, relation_comment) -%}\n {{ return(adapter.dispatch('alter_relation_comment')(relation, relation_comment)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__alter_relation_comment": {"unique_id": "macro.dbt.default__alter_relation_comment", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.persist_docs": {"unique_id": "macro.dbt.persist_docs", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "persist_docs", "macro_sql": "{% macro persist_docs(relation, model, for_relation=true, for_columns=true) -%}\n {{ return(adapter.dispatch('persist_docs')(relation, model, for_relation, for_columns)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__persist_docs": {"unique_id": "macro.dbt.default__persist_docs", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__alter_column_type": {"unique_id": "macro.dbt.default__alter_column_type", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 }} add column {{ adapter.quote(tmp_column) }} {{ new_column_type }};\n update {{ relation }} set {{ adapter.quote(tmp_column) }} = {{ adapter.quote(column_name) }};\n alter table {{ relation }} drop column {{ adapter.quote(column_name) }} cascade;\n alter table {{ relation }} rename column {{ adapter.quote(tmp_column) }} to {{ adapter.quote(column_name) }}\n {% endcall %}\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.drop_relation": {"unique_id": "macro.dbt.drop_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "drop_relation", "macro_sql": "{% macro drop_relation(relation) -%}\n {{ return(adapter.dispatch('drop_relation')(relation)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__drop_relation": {"unique_id": "macro.dbt.default__drop_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "default__drop_relation", "macro_sql": "{% macro default__drop_relation(relation) -%}\n {% call statement('drop_relation', auto_begin=False) -%}\n drop {{ relation.type }} if exists {{ relation }} cascade\n {%- endcall %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.truncate_relation": {"unique_id": "macro.dbt.truncate_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "truncate_relation", "macro_sql": "{% macro truncate_relation(relation) -%}\n {{ return(adapter.dispatch('truncate_relation')(relation)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__truncate_relation": {"unique_id": "macro.dbt.default__truncate_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "default__truncate_relation", "macro_sql": "{% macro default__truncate_relation(relation) -%}\n {% call statement('truncate_relation') -%}\n truncate table {{ relation }}\n {%- endcall %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.rename_relation": {"unique_id": "macro.dbt.rename_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "rename_relation", "macro_sql": "{% macro rename_relation(from_relation, to_relation) -%}\n {{ return(adapter.dispatch('rename_relation')(from_relation, to_relation)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__rename_relation": {"unique_id": "macro.dbt.default__rename_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 }} rename to {{ target_name }}\n {%- endcall %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.information_schema_name": {"unique_id": "macro.dbt.information_schema_name", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "information_schema_name", "macro_sql": "{% macro information_schema_name(database) %}\n {{ return(adapter.dispatch('information_schema_name')(database)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__information_schema_name": {"unique_id": "macro.dbt.default__information_schema_name", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.list_schemas": {"unique_id": "macro.dbt.list_schemas", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "list_schemas", "macro_sql": "{% macro list_schemas(database) -%}\n {{ return(adapter.dispatch('list_schemas')(database)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__list_schemas": {"unique_id": "macro.dbt.default__list_schemas", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.check_schema_exists": {"unique_id": "macro.dbt.check_schema_exists", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "check_schema_exists", "macro_sql": "{% macro check_schema_exists(information_schema, schema) -%}\n {{ return(adapter.dispatch('check_schema_exists')(information_schema, schema)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__check_schema_exists": {"unique_id": "macro.dbt.default__check_schema_exists", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.list_relations_without_caching": {"unique_id": "macro.dbt.list_relations_without_caching", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "list_relations_without_caching", "macro_sql": "{% macro list_relations_without_caching(schema_relation) %}\n {{ return(adapter.dispatch('list_relations_without_caching')(schema_relation)) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__list_relations_without_caching": {"unique_id": "macro.dbt.default__list_relations_without_caching", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.current_timestamp": {"unique_id": "macro.dbt.current_timestamp", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "current_timestamp", "macro_sql": "{% macro current_timestamp() -%}\n {{ adapter.dispatch('current_timestamp')() }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__current_timestamp": {"unique_id": "macro.dbt.default__current_timestamp", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.collect_freshness": {"unique_id": "macro.dbt.collect_freshness", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "collect_freshness", "macro_sql": "{% macro collect_freshness(source, loaded_at_field, filter) %}\n {{ return(adapter.dispatch('collect_freshness')(source, loaded_at_field, filter))}}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__collect_freshness": {"unique_id": "macro.dbt.default__collect_freshness", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "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').table) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.make_temp_relation": {"unique_id": "macro.dbt.make_temp_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "make_temp_relation", "macro_sql": "{% macro make_temp_relation(base_relation, suffix='__dbt_tmp') %}\n {{ return(adapter.dispatch('make_temp_relation')(base_relation, suffix))}}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__make_temp_relation": {"unique_id": "macro.dbt.default__make_temp_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "default__make_temp_relation", "macro_sql": "{% macro default__make_temp_relation(base_relation, suffix) %}\n {% set tmp_identifier = base_relation.identifier ~ suffix %}\n {% set tmp_relation = base_relation.incorporate(\n path={\"identifier\": tmp_identifier}) -%}\n\n {% do return(tmp_relation) %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.set_sql_header": {"unique_id": "macro.dbt.set_sql_header", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\adapters\\common.sql", "original_file_path": "macros\\adapters\\common.sql", "name": "set_sql_header", "macro_sql": "{% macro set_sql_header(config) -%}\n {{ config.set('sql_header', caller()) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.convert_datetime": {"unique_id": "macro.dbt.convert_datetime", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\datetime.sql", "original_file_path": "macros\\etc\\datetime.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.dates_in_range": {"unique_id": "macro.dbt.dates_in_range", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\datetime.sql", "original_file_path": "macros\\etc\\datetime.sql", "name": "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 Partiton 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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.partition_range": {"unique_id": "macro.dbt.partition_range", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\datetime.sql", "original_file_path": "macros\\etc\\datetime.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.py_current_timestring": {"unique_id": "macro.dbt.py_current_timestring", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\datetime.sql", "original_file_path": "macros\\etc\\datetime.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.generate_alias_name": {"unique_id": "macro.dbt.generate_alias_name", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\get_custom_alias.sql", "original_file_path": "macros\\etc\\get_custom_alias.sql", "name": "generate_alias_name", "macro_sql": "{% macro generate_alias_name(custom_alias_name=none, node=none) -%}\n\n {%- if custom_alias_name is none -%}\n\n {{ node.name }}\n\n {%- else -%}\n\n {{ custom_alias_name | trim }}\n\n {%- endif -%}\n\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.generate_database_name": {"unique_id": "macro.dbt.generate_database_name", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\get_custom_database.sql", "original_file_path": "macros\\etc\\get_custom_database.sql", "name": "generate_database_name", "macro_sql": "{% macro generate_database_name(custom_database_name=none, node=none) -%}\n {% do return(adapter.dispatch('generate_database_name')(custom_database_name, node)) %}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__generate_database_name": {"unique_id": "macro.dbt.default__generate_database_name", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\get_custom_database.sql", "original_file_path": "macros\\etc\\get_custom_database.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.generate_schema_name": {"unique_id": "macro.dbt.generate_schema_name", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\get_custom_schema.sql", "original_file_path": "macros\\etc\\get_custom_schema.sql", "name": "generate_schema_name", "macro_sql": "{% macro 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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.generate_schema_name_for_env": {"unique_id": "macro.dbt.generate_schema_name_for_env", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\get_custom_schema.sql", "original_file_path": "macros\\etc\\get_custom_schema.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.is_incremental": {"unique_id": "macro.dbt.is_incremental", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\is_incremental.sql", "original_file_path": "macros\\etc\\is_incremental.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.run_query": {"unique_id": "macro.dbt.run_query", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\etc\\query.sql", "original_file_path": "macros\\etc\\query.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.run_hooks": {"unique_id": "macro.dbt.run_hooks", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.column_list": {"unique_id": "macro.dbt.column_list", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "column_list", "macro_sql": "{% macro column_list(columns) %}\n {%- for col in columns %}\n {{ col.name }} {% if not loop.last %},{% endif %}\n {% endfor -%}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.column_list_for_create_table": {"unique_id": "macro.dbt.column_list_for_create_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "column_list_for_create_table", "macro_sql": "{% macro column_list_for_create_table(columns) %}\n {%- for col in columns %}\n {{ col.name }} {{ col.data_type }} {%- if not loop.last %},{% endif %}\n {% endfor -%}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.make_hook_config": {"unique_id": "macro.dbt.make_hook_config", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "make_hook_config", "macro_sql": "{% macro make_hook_config(sql, inside_transaction) %}\n {{ tojson({\"sql\": sql, \"transaction\": inside_transaction}) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.before_begin": {"unique_id": "macro.dbt.before_begin", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "before_begin", "macro_sql": "{% macro before_begin(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.in_transaction": {"unique_id": "macro.dbt.in_transaction", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "in_transaction", "macro_sql": "{% macro in_transaction(sql) %}\n {{ make_hook_config(sql, inside_transaction=True) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.after_commit": {"unique_id": "macro.dbt.after_commit", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "after_commit", "macro_sql": "{% macro after_commit(sql) %}\n {{ make_hook_config(sql, inside_transaction=False) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.drop_relation_if_exists": {"unique_id": "macro.dbt.drop_relation_if_exists", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.load_relation": {"unique_id": "macro.dbt.load_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "load_relation", "macro_sql": "{% macro load_relation(relation) %}\n {% do return(adapter.get_relation(\n database=relation.database,\n schema=relation.schema,\n identifier=relation.identifier\n )) -%}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.should_full_refresh": {"unique_id": "macro.dbt.should_full_refresh", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\helpers.sql", "original_file_path": "macros\\materializations\\helpers.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_merge_sql": {"unique_id": "macro.dbt.get_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\common\\merge.sql", "original_file_path": "macros\\materializations\\common\\merge.sql", "name": "get_merge_sql", "macro_sql": "{% macro get_merge_sql(target, source, unique_key, dest_columns, predicates=none) -%}\n {{ adapter.dispatch('get_merge_sql')(target, source, unique_key, dest_columns, predicates) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_delete_insert_merge_sql": {"unique_id": "macro.dbt.get_delete_insert_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\common\\merge.sql", "original_file_path": "macros\\materializations\\common\\merge.sql", "name": "get_delete_insert_merge_sql", "macro_sql": "{% macro get_delete_insert_merge_sql(target, source, unique_key, dest_columns) -%}\n {{ adapter.dispatch('get_delete_insert_merge_sql')(target, source, unique_key, dest_columns) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_insert_overwrite_merge_sql": {"unique_id": "macro.dbt.get_insert_overwrite_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\common\\merge.sql", "original_file_path": "macros\\materializations\\common\\merge.sql", "name": "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')(target, source, dest_columns, predicates, include_sql_header) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__get_merge_sql": {"unique_id": "macro.dbt.default__get_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\common\\merge.sql", "original_file_path": "macros\\materializations\\common\\merge.sql", "name": "default__get_merge_sql", "macro_sql": "{% macro default__get_merge_sql(target, source, unique_key, dest_columns, predicates) -%}\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 {% if unique_key %}\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 {% 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 in dest_columns -%}\n {{ adapter.quote(column.name) }} = DBT_INTERNAL_SOURCE.{{ adapter.quote(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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_quoted_csv": {"unique_id": "macro.dbt.get_quoted_csv", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\common\\merge.sql", "original_file_path": "macros\\materializations\\common\\merge.sql", "name": "get_quoted_csv", "macro_sql": "{% macro get_quoted_csv(column_names) %}\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{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.common_get_delete_insert_merge_sql": {"unique_id": "macro.dbt.common_get_delete_insert_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\common\\merge.sql", "original_file_path": "macros\\materializations\\common\\merge.sql", "name": "common_get_delete_insert_merge_sql", "macro_sql": "{% macro common_get_delete_insert_merge_sql(target, source, unique_key, dest_columns) -%}\n\n {%- set dest_cols_csv = get_quoted_csv(dest_columns | map(attribute=\"name\")) -%}\n\n {% if unique_key is not none %}\n delete from {{ target }}\n where ({{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ source }}\n );\n {% endif %}\n\n insert into {{ target }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ source }}\n );\n\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__get_delete_insert_merge_sql": {"unique_id": "macro.dbt.default__get_delete_insert_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\common\\merge.sql", "original_file_path": "macros\\materializations\\common\\merge.sql", "name": "default__get_delete_insert_merge_sql", "macro_sql": "{% macro default__get_delete_insert_merge_sql(target, source, unique_key, dest_columns) -%}\n {{ common_get_delete_insert_merge_sql(target, source, unique_key, dest_columns) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__get_insert_overwrite_merge_sql": {"unique_id": "macro.dbt.default__get_insert_overwrite_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\common\\merge.sql", "original_file_path": "macros\\materializations\\common\\merge.sql", "name": "default__get_insert_overwrite_merge_sql", "macro_sql": "{% macro default__get_insert_overwrite_merge_sql(target, source, dest_columns, predicates, include_sql_header) -%}\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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.incremental_upsert": {"unique_id": "macro.dbt.incremental_upsert", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\incremental\\helpers.sql", "original_file_path": "macros\\materializations\\incremental\\helpers.sql", "name": "incremental_upsert", "macro_sql": "{% macro incremental_upsert(tmp_relation, target_relation, unique_key=none, statement_name=\"main\") %}\n {%- set dest_columns = adapter.get_columns_in_relation(target_relation) -%}\n {%- set dest_cols_csv = dest_columns | map(attribute='quoted') | join(', ') -%}\n\n {%- if unique_key is not none -%}\n delete\n from {{ target_relation }}\n where ({{ unique_key }}) in (\n select ({{ unique_key }})\n from {{ tmp_relation }}\n );\n {%- endif %}\n\n insert into {{ target_relation }} ({{ dest_cols_csv }})\n (\n select {{ dest_cols_csv }}\n from {{ tmp_relation }}\n );\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.materialization_incremental_default": {"unique_id": "macro.dbt.materialization_incremental_default", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\incremental\\incremental.sql", "original_file_path": "macros\\materializations\\incremental\\incremental.sql", "name": "materialization_incremental_default", "macro_sql": "{% materialization incremental, default -%}\n\n {% set unique_key = config.get('unique_key') %}\n\n {% set target_relation = this.incorporate(type='table') %}\n {% set existing_relation = load_relation(this) %}\n {% set tmp_relation = make_temp_relation(this) %}\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 {% if existing_relation is none %}\n {% set build_sql = create_table_as(False, target_relation, sql) %}\n {% elif existing_relation.is_view or should_full_refresh() %}\n {#-- Make sure the backup doesn't exist so we don't encounter issues with the rename below #}\n {% set backup_identifier = existing_relation.identifier ~ \"__dbt_backup\" %}\n {% set backup_relation = existing_relation.incorporate(path={\"identifier\": backup_identifier}) %}\n {% do adapter.drop_relation(backup_relation) %}\n\n {% do adapter.rename_relation(target_relation, backup_relation) %}\n {% set build_sql = create_table_as(False, target_relation, sql) %}\n {% do to_drop.append(backup_relation) %}\n {% else %}\n {% set tmp_relation = make_temp_relation(target_relation) %}\n {% do run_query(create_table_as(True, tmp_relation, sql)) %}\n {% do adapter.expand_target_column_types(\n from_relation=tmp_relation,\n to_relation=target_relation) %}\n {% set build_sql = incremental_upsert(tmp_relation, target_relation, unique_key=unique_key) %}\n {% endif %}\n\n {% call statement(\"main\") %}\n {{ build_sql }}\n {% endcall %}\n\n {% do persist_docs(target_relation, model) %}\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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.create_csv_table": {"unique_id": "macro.dbt.create_csv_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "create_csv_table", "macro_sql": "{% macro create_csv_table(model, agate_table) -%}\n {{ adapter.dispatch('create_csv_table')(model, agate_table) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.reset_csv_table": {"unique_id": "macro.dbt.reset_csv_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "reset_csv_table", "macro_sql": "{% macro reset_csv_table(model, full_refresh, old_relation, agate_table) -%}\n {{ adapter.dispatch('reset_csv_table')(model, full_refresh, old_relation, agate_table) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.load_csv_rows": {"unique_id": "macro.dbt.load_csv_rows", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "load_csv_rows", "macro_sql": "{% macro load_csv_rows(model, agate_table) -%}\n {{ adapter.dispatch('load_csv_rows')(model, agate_table) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__create_csv_table": {"unique_id": "macro.dbt.default__create_csv_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__reset_csv_table": {"unique_id": "macro.dbt.default__reset_csv_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "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 %}\n {% endif %}\n\n {{ return(sql) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_seed_column_quoted_csv": {"unique_id": "macro.dbt.get_seed_column_quoted_csv", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.basic_load_csv_rows": {"unique_id": "macro.dbt.basic_load_csv_rows", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "basic_load_csv_rows", "macro_sql": "{% macro basic_load_csv_rows(model, batch_size, agate_table) %}\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(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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__load_csv_rows": {"unique_id": "macro.dbt.default__load_csv_rows", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "default__load_csv_rows", "macro_sql": "{% macro default__load_csv_rows(model, agate_table) %}\n {{ return(basic_load_csv_rows(model, 10000, agate_table) )}}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.materialization_seed_default": {"unique_id": "macro.dbt.materialization_seed_default", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\seed\\seed.sql", "original_file_path": "macros\\materializations\\seed\\seed.sql", "name": "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 agate_table = load_agate_table() -%}\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)) }}\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 {{ create_table_sql }};\n -- dbt seed --\n {{ sql }}\n {% endcall %}\n\n {% set target_relation = this.incorporate(type='table') %}\n {% do persist_docs(target_relation, model) %}\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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.create_columns": {"unique_id": "macro.dbt.create_columns", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "create_columns", "macro_sql": "{% macro create_columns(relation, columns) %}\n {{ adapter.dispatch('create_columns')(relation, columns) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__create_columns": {"unique_id": "macro.dbt.default__create_columns", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "default__create_columns", "macro_sql": "{% macro default__create_columns(relation, columns) %}\n {% for column in columns %}\n {% call statement() %}\n alter table {{ relation }} add column \"{{ column.name }}\" {{ column.data_type }};\n {% endcall %}\n {% endfor %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.post_snapshot": {"unique_id": "macro.dbt.post_snapshot", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "post_snapshot", "macro_sql": "{% macro post_snapshot(staging_relation) %}\n {{ adapter.dispatch('post_snapshot')(staging_relation) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__post_snapshot": {"unique_id": "macro.dbt.default__post_snapshot", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "default__post_snapshot", "macro_sql": "{% macro default__post_snapshot(staging_relation) %}\n {# no-op #}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.snapshot_staging_table": {"unique_id": "macro.dbt.snapshot_staging_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "snapshot_staging_table", "macro_sql": "{% macro snapshot_staging_table(strategy, source_sql, target_relation) -%}\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 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 dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as dbt_valid_to,\n {{ strategy.scd_id }} as 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 dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n {{ strategy.updated_at }} as 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.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 dbt_valid_from,\n {{ snapshot_get_time() }} as dbt_updated_at,\n {{ snapshot_get_time() }} as dbt_valid_to,\n snapshotted_data.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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.build_snapshot_table": {"unique_id": "macro.dbt.build_snapshot_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "build_snapshot_table", "macro_sql": "{% macro build_snapshot_table(strategy, sql) %}\n\n select *,\n {{ strategy.scd_id }} as dbt_scd_id,\n {{ strategy.updated_at }} as dbt_updated_at,\n {{ strategy.updated_at }} as dbt_valid_from,\n nullif({{ strategy.updated_at }}, {{ strategy.updated_at }}) as dbt_valid_to\n from (\n {{ sql }}\n ) sbq\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.get_or_create_relation": {"unique_id": "macro.dbt.get_or_create_relation", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "get_or_create_relation", "macro_sql": "{% macro 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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.build_snapshot_staging_table": {"unique_id": "macro.dbt.build_snapshot_staging_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "build_snapshot_staging_table", "macro_sql": "{% macro build_snapshot_staging_table(strategy, sql, target_relation) %}\n {% set tmp_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, tmp_relation, select) }}\n {% endcall %}\n\n {% do return(tmp_relation) %}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.materialization_snapshot_default": {"unique_id": "macro.dbt.materialization_snapshot_default", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot.sql", "name": "materialization_snapshot_default", "macro_sql": "{% materialization snapshot, default %}\n {%- set config = model['config'] -%}\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\n {% if not adapter.check_schema_exists(model.database, model.schema) %}\n {% do create_schema(model.database, model.schema) %}\n {% endif %}\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 {% set strategy = strategy_macro(model, \"snapshotted_data\", \"source_data\", config, target_relation_exists) %}\n\n {% if not target_relation_exists %}\n\n {% set build_sql = build_snapshot_table(strategy, model['compiled_sql']) %}\n {% set final_sql = create_table_as(False, target_relation, build_sql) %}\n\n {% else %}\n\n {{ adapter.valid_snapshot_target(target_relation) }}\n\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 {% call statement('main') %}\n {{ final_sql }}\n {% endcall %}\n\n {% do persist_docs(target_relation, model) %}\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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.snapshot_merge_sql": {"unique_id": "macro.dbt.snapshot_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot_merge.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot_merge.sql", "name": "snapshot_merge_sql", "macro_sql": "{% macro snapshot_merge_sql(target, source, insert_cols) -%}\n {{ adapter.dispatch('snapshot_merge_sql')(target, source, insert_cols) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__snapshot_merge_sql": {"unique_id": "macro.dbt.default__snapshot_merge_sql", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\snapshot_merge.sql", "original_file_path": "macros\\materializations\\snapshot\\snapshot_merge.sql", "name": "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 merge into {{ target }} as DBT_INTERNAL_DEST\n using {{ source }} as DBT_INTERNAL_SOURCE\n on DBT_INTERNAL_SOURCE.dbt_scd_id = DBT_INTERNAL_DEST.dbt_scd_id\n\n when matched\n and DBT_INTERNAL_DEST.dbt_valid_to is null\n and DBT_INTERNAL_SOURCE.dbt_change_type in ('update', 'delete')\n then update\n set dbt_valid_to = DBT_INTERNAL_SOURCE.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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.strategy_dispatch": {"unique_id": "macro.dbt.strategy_dispatch", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.snapshot_hash_arguments": {"unique_id": "macro.dbt.snapshot_hash_arguments", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "snapshot_hash_arguments", "macro_sql": "{% macro snapshot_hash_arguments(args) -%}\n {{ adapter.dispatch('snapshot_hash_arguments')(args) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__snapshot_hash_arguments": {"unique_id": "macro.dbt.default__snapshot_hash_arguments", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.snapshot_get_time": {"unique_id": "macro.dbt.snapshot_get_time", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "snapshot_get_time", "macro_sql": "{% macro snapshot_get_time() -%}\n {{ adapter.dispatch('snapshot_get_time')() }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__snapshot_get_time": {"unique_id": "macro.dbt.default__snapshot_get_time", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "default__snapshot_get_time", "macro_sql": "{% macro default__snapshot_get_time() -%}\n {{ current_timestamp() }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.snapshot_timestamp_strategy": {"unique_id": "macro.dbt.snapshot_timestamp_strategy", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "snapshot_timestamp_strategy", "macro_sql": "{% macro snapshot_timestamp_strategy(node, snapshotted_rel, current_rel, config, target_exists) %}\n {% set primary_key = config['unique_key'] %}\n {% set updated_at = config['updated_at'] %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes', false) %}\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/fishtown-analytics/dbt/issues/2350\n */ #}\n {% set row_changed_expr -%}\n ({{ snapshotted_rel }}.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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.snapshot_string_as_time": {"unique_id": "macro.dbt.snapshot_string_as_time", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "snapshot_string_as_time", "macro_sql": "{% macro snapshot_string_as_time(timestamp) -%}\n {{ adapter.dispatch('snapshot_string_as_time')(timestamp) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__snapshot_string_as_time": {"unique_id": "macro.dbt.default__snapshot_string_as_time", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.snapshot_check_all_get_existing_columns": {"unique_id": "macro.dbt.snapshot_check_all_get_existing_columns", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "snapshot_check_all_get_existing_columns", "macro_sql": "{% macro snapshot_check_all_get_existing_columns(node, target_exists) -%}\n {%- set query_columns = get_columns_in_query(node['compiled_sql']) -%}\n {%- if not target_exists -%}\n {# no table yet -> return whatever the query does #}\n {{ return([false, query_columns]) }}\n {%- endif -%}\n {# handle any schema changes #}\n {%- set target_table = node.get('alias', node.get('name')) -%}\n {%- set target_relation = adapter.get_relation(database=node.database, schema=node.schema, identifier=target_table) -%}\n {%- set existing_cols = get_columns_in_query('select * from ' ~ target_relation) -%}\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(col) -%}\n {%- else -%}\n {% set ns.column_added = true %}\n {%- endif -%}\n {%- endfor -%}\n {{ return([ns.column_added, intersection]) }}\n{%- endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.snapshot_check_strategy": {"unique_id": "macro.dbt.snapshot_check_strategy", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\snapshot\\strategies.sql", "original_file_path": "macros\\materializations\\snapshot\\strategies.sql", "name": "snapshot_check_strategy", "macro_sql": "{% macro snapshot_check_strategy(node, snapshotted_rel, current_rel, config, target_exists) %}\n {% set check_cols_config = config['check_cols'] %}\n {% set primary_key = config['unique_key'] %}\n {% set invalidate_hard_deletes = config.get('invalidate_hard_deletes', false) %}\n \n {% set select_current_time -%}\n select {{ snapshot_get_time() }} as snapshot_start\n {%- endset %}\n\n {#-- don't access the column by name, to avoid dealing with casing issues on snowflake #}\n {%- set now = run_query(select_current_time)[0][0] -%}\n {% if now is none or now is undefined -%}\n {%- do exceptions.raise_compiler_error('Could not get a snapshot start time from the database') -%}\n {%- endif %}\n {% set updated_at = snapshot_string_as_time(now) %}\n\n {% set column_added = false %}\n\n {% if check_cols_config == 'all' %}\n {% set column_added, check_cols = snapshot_check_all_get_existing_columns(node, target_exists) %}\n {% elif check_cols_config is iterable and (check_cols_config | length) > 0 %}\n {% set check_cols = check_cols_config %}\n {% else %}\n {% do exceptions.raise_compiler_error(\"Invalid value for 'check_cols': \" ~ check_cols_config) %}\n {% endif %}\n\n {%- set row_changed_expr -%}\n (\n {%- if column_added -%}\n TRUE\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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.materialization_table_default": {"unique_id": "macro.dbt.materialization_table_default", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\table\\table.sql", "original_file_path": "macros\\materializations\\table\\table.sql", "name": "materialization_table_default", "macro_sql": "{% materialization table, default %}\n {%- set identifier = model['alias'] -%}\n {%- set tmp_identifier = model['name'] + '__dbt_tmp' -%}\n {%- set backup_identifier = model['name'] + '__dbt_backup' -%}\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,\n type='table') -%}\n {%- set intermediate_relation = api.Relation.create(identifier=tmp_identifier,\n schema=schema,\n database=database,\n type='table') -%}\n\n /*\n See ../view/view.sql for more information about this relation.\n */\n {%- set backup_relation_type = 'table' if old_relation is none else old_relation.type -%}\n {%- set backup_relation = api.Relation.create(identifier=backup_identifier,\n schema=schema,\n database=database,\n type=backup_relation_type) -%}\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\n -- drop the temp relations if they exists for some reason\n {{ adapter.drop_relation(intermediate_relation) }}\n {{ adapter.drop_relation(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 {{ create_table_as(False, intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n {% if old_relation is not none %}\n {{ adapter.rename_relation(target_relation, backup_relation) }}\n {% endif %}\n\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\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 %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.handle_existing_table": {"unique_id": "macro.dbt.handle_existing_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\view\\create_or_replace_view.sql", "original_file_path": "macros\\materializations\\view\\create_or_replace_view.sql", "name": "handle_existing_table", "macro_sql": "{% macro handle_existing_table(full_refresh, old_relation) %}\n {{ adapter.dispatch(\"handle_existing_table\", packages=['dbt'])(full_refresh, old_relation) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__handle_existing_table": {"unique_id": "macro.dbt.default__handle_existing_table", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\view\\create_or_replace_view.sql", "original_file_path": "macros\\materializations\\view\\create_or_replace_view.sql", "name": "default__handle_existing_table", "macro_sql": "{% macro default__handle_existing_table(full_refresh, old_relation) %}\n {{ adapter.drop_relation(old_relation) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.create_or_replace_view": {"unique_id": "macro.dbt.create_or_replace_view", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\view\\create_or_replace_view.sql", "original_file_path": "macros\\materializations\\view\\create_or_replace_view.sql", "name": "create_or_replace_view", "macro_sql": "{% macro create_or_replace_view(run_outside_transaction_hooks=True) %}\n {%- set identifier = model['alias'] -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n\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\n {% if run_outside_transaction_hooks %}\n -- no transactions on BigQuery\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n {% endif %}\n\n -- `BEGIN` happens here on Snowflake\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\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 {{ create_view_as(target_relation, sql) }}\n {%- endcall %}\n\n {{ run_hooks(post_hooks, inside_transaction=True) }}\n\n {{ adapter.commit() }}\n\n {% if run_outside_transaction_hooks %}\n -- No transactions on BigQuery\n {{ run_hooks(post_hooks, inside_transaction=False) }}\n {% endif %}\n\n {{ return({'relations': [target_relation]}) }}\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.materialization_view_default": {"unique_id": "macro.dbt.materialization_view_default", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\materializations\\view\\view.sql", "original_file_path": "macros\\materializations\\view\\view.sql", "name": "materialization_view_default", "macro_sql": "{%- materialization view, default -%}\n\n {%- set identifier = model['alias'] -%}\n {%- set tmp_identifier = model['name'] + '__dbt_tmp' -%}\n {%- set backup_identifier = model['name'] + '__dbt_backup' -%}\n\n {%- set old_relation = adapter.get_relation(database=database, schema=schema, identifier=identifier) -%}\n {%- set target_relation = api.Relation.create(identifier=identifier, schema=schema, database=database,\n type='view') -%}\n {%- set intermediate_relation = api.Relation.create(identifier=tmp_identifier,\n schema=schema, database=database, type='view') -%}\n\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 \"old_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 old_relation, if it exists,\n or else \"view\" as a sane default if it does not. Note that if the old_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 old_relation is none else old_relation.type -%}\n {%- set backup_relation = api.Relation.create(identifier=backup_identifier,\n schema=schema, database=database,\n type=backup_relation_type) -%}\n\n {%- set exists_as_view = (old_relation is not none and old_relation.is_view) -%}\n\n {{ run_hooks(pre_hooks, inside_transaction=False) }}\n\n -- drop the temp relations if they exists for some reason\n {{ adapter.drop_relation(intermediate_relation) }}\n {{ adapter.drop_relation(backup_relation) }}\n\n -- `BEGIN` happens here:\n {{ run_hooks(pre_hooks, inside_transaction=True) }}\n\n -- build model\n {% call statement('main') -%}\n {{ create_view_as(intermediate_relation, sql) }}\n {%- endcall %}\n\n -- cleanup\n -- move the existing view out of the way\n {% if old_relation is not none %}\n {{ adapter.rename_relation(target_relation, backup_relation) }}\n {% endif %}\n {{ adapter.rename_relation(intermediate_relation, target_relation) }}\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 -%}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__test_accepted_values": {"unique_id": "macro.dbt.default__test_accepted_values", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\schema_tests\\accepted_values.sql", "original_file_path": "macros\\schema_tests\\accepted_values.sql", "name": "default__test_accepted_values", "macro_sql": "{% macro default__test_accepted_values(model, values) %}\n\n{% set column_name = kwargs.get('column_name', kwargs.get('field')) %}\n{% set quote_values = kwargs.get('quote', True) %}\n\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 not in (\n {% for value in values -%}\n {% if quote_values -%}\n '{{ value }}'\n {%- else -%}\n {{ value }}\n {%- endif -%}\n {%- if not loop.last -%},{%- endif %}\n {%- endfor %}\n )\n)\n\nselect count(*) as validation_errors\nfrom validation_errors\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.test_accepted_values": {"unique_id": "macro.dbt.test_accepted_values", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\schema_tests\\accepted_values.sql", "original_file_path": "macros\\schema_tests\\accepted_values.sql", "name": "test_accepted_values", "macro_sql": "{% macro test_accepted_values(model, values) %}\n {% set macro = adapter.dispatch('test_accepted_values') %}\n {{ macro(model, values, **kwargs) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__test_not_null": {"unique_id": "macro.dbt.default__test_not_null", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\schema_tests\\not_null.sql", "original_file_path": "macros\\schema_tests\\not_null.sql", "name": "default__test_not_null", "macro_sql": "{% macro default__test_not_null(model) %}\n\n{% set column_name = kwargs.get('column_name', kwargs.get('arg')) %}\n\nselect count(*) as validation_errors\nfrom {{ model }}\nwhere {{ column_name }} is null\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.test_not_null": {"unique_id": "macro.dbt.test_not_null", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\schema_tests\\not_null.sql", "original_file_path": "macros\\schema_tests\\not_null.sql", "name": "test_not_null", "macro_sql": "{% macro test_not_null(model) %}\n {% set macro = adapter.dispatch('test_not_null') %}\n {{ macro(model, **kwargs) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__test_relationships": {"unique_id": "macro.dbt.default__test_relationships", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\schema_tests\\relationships.sql", "original_file_path": "macros\\schema_tests\\relationships.sql", "name": "default__test_relationships", "macro_sql": "{% macro default__test_relationships(model, to, field) %}\n\n{% set column_name = kwargs.get('column_name', kwargs.get('from')) %}\n\n\nselect count(*) as validation_errors\nfrom (\n select {{ column_name }} as id from {{ model }}\n) as child\nleft join (\n select {{ field }} as id from {{ to }}\n) as parent on parent.id = child.id\nwhere child.id is not null\n and parent.id is null\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.test_relationships": {"unique_id": "macro.dbt.test_relationships", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\schema_tests\\relationships.sql", "original_file_path": "macros\\schema_tests\\relationships.sql", "name": "test_relationships", "macro_sql": "{% macro test_relationships(model, to, field) %}\n {% set macro = adapter.dispatch('test_relationships') %}\n {{ macro(model, to, field, **kwargs) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.default__test_unique": {"unique_id": "macro.dbt.default__test_unique", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\schema_tests\\unique.sql", "original_file_path": "macros\\schema_tests\\unique.sql", "name": "default__test_unique", "macro_sql": "{% macro default__test_unique(model) %}\n\n{% set column_name = kwargs.get('column_name', kwargs.get('arg')) %}\n\nselect count(*) as validation_errors\nfrom (\n\n select\n {{ column_name }}\n\n from {{ model }}\n where {{ column_name }} is not null\n group by {{ column_name }}\n having count(*) > 1\n\n) validation_errors\n\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}, "macro.dbt.test_unique": {"unique_id": "macro.dbt.test_unique", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "macros\\schema_tests\\unique.sql", "original_file_path": "macros\\schema_tests\\unique.sql", "name": "test_unique", "macro_sql": "{% macro test_unique(model) %}\n {% set macro = adapter.dispatch('test_unique') %}\n {{ macro(model, **kwargs) }}\n{% endmacro %}", "resource_type": "macro", "tags": [], "depends_on": {"macros": []}, "description": "", "meta": {}, "docs": {"show": true}, "patch_path": null, "arguments": []}}, "docs": {"dbtplyr.__overview__": {"unique_id": "dbtplyr.__overview__", "package_name": "dbtplyr", "root_path": "C:\\Users\\emily\\Documents\\dbt-dplyr", "path": "overview.md", "original_file_path": "models\\overview.md", "name": "__overview__", "block_contents": "## dbtplyr\n\nThis add-on package enhances `dbt` by providing macros which programmatically select columns\nbased on their column names. It is inspired by the [`across()` function](https://www.tidyverse.org/blog/2020/04/dplyr-1-0-0-colwise/) \nand the [`select helpers`](https://tidyselect.r-lib.org/reference/select_helpers.html) in the R package `dplyr`.\n\n`dplyr` (>= 1.0.0) has helpful semantics for selecting and applying transformations to variables based on their names.\nFor example, if one wishes to take the *sum* of all variables with name prefixes of `N` and the mean of all variables with\nname prefixes of `IND` in the dataset `mydata`, they may write:\n\n```\nsummarize(\n mydata, \n across( starts_with('N'), sum),\n across( starts_with('IND', mean)\n)\n```\n\nThis package enables us to similarly write `dbt` data models with commands like:\n\n```\n\n{% set cols = dbtplyr.get_column_names( ref('mydata') ) %}\n{% set cols_n = dbtplyr.starts_with('N', cols) %}\n{% set cols_ind = dbtplyr.starts_with('IND', cols) %}\n\nselect\n\n {{ dbtplyr.across(cols_n, \"sum({{var}}) as {{var}}_tot\") }},\n {{ dbtplyr.across(cols_ind, \"mean({{var}}) as {{var}}_avg\") }}\n\nfrom {{ ref('mydata') }}\n\n```\n\nwhich `dbt` then compiles to standard SQL. \n\nAlternatively, to protect against cases where no column names matched the pattern provided \n(e.g. no variables start with `n` so `cols_n` is an empty list), one may instead internalize the final comma\nso that it is only compiled to SQL when relevant by using the `final_comma` parameter of `across`.\n\n```\n\n {{ dbtplyr.across(cols_n, \"sum({{var}}) as {{var}}_tot\", final_comma = true) }}\n\n```\n\n\nNote that, slightly more `dplyr`-like, you may also write:\n\n```\n\nselect\n\n {{ dbtplyr.across(dbtplyr.starts_with('N', ref('mydata')), \"sum({{var}}) as {{var}}_tot\") }},\n {{ dbtplyr.across(dbtplyr.starts_with('IND', ref('mydata')), \"mean({{var}}) as {{var}}_avg\") }}\n\nfrom {{ ref('mydata') }}\n\n```\n\nBut, as each function call is a bit longer than the equivalent `dplyr` code, I personally find the first form more readable.\n\n## Macros\n\nThe complete list of macros included are:\n\n**Functions to apply operation across columns**\n\n- `across(var_list, script_string, final_comma)`\n- `c_across(var_list, script_string)`\n\n**Functions to evaluation condition across columns**\n\n- `if_any(var_list, script_string)`\n- `if_all(var_list, script_string)`\n\n**Functions to subset columns by naming conventions**\n\n- `starts_with(string, relation or list)` \n- `ends_with(string, relation or list)`\n- `contains(string, relation or list)`\n- `not_contains(string, relation or list)`\n- `one_of(string_list, relation or list)`\n- `not_one_of(string_list, relation or list)`\n- `matches(string, relation)`\n- `everything(relation)`\n\nNote that all of the select-helper functions that take a relation as an argument can optionally be passed a list of names instead.\n\nYou may access documentation for each individual macro using the navigation bar on the left-hand side of the screen."}, "dbt.__overview__": {"unique_id": "dbt.__overview__", "package_name": "dbt", "root_path": "c:\\users\\emily\\anaconda3\\lib\\site-packages\\dbt\\include\\global_project", "path": "overview.md", "original_file_path": "docs\\overview.md", "name": "__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 `--models` 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/overview)?\n- Read the [dbt viewpoint](https://docs.getdbt.com/docs/viewpoint)\n- [Installation](https://docs.getdbt.com/docs/installation)\n- Join the [chat](https://community.getdbt.com/) on Slack for live questions and support."}}, "exposures": {}, "selectors": {}, "disabled": [], "parent_map": {}, "child_map": {}} \ No newline at end of file diff --git a/integration_tests/models/as_values.sql b/integration_tests/models/as_values.sql index 444fe8c..2762b5b 100644 --- a/integration_tests/models/as_values.sql +++ b/integration_tests/models/as_values.sql @@ -10,14 +10,14 @@ select -- starts_with - cast({{ "'" ~ dbtplyr.starts_with(cols, 'n') | join(',') ~ "'"}} as {{cast_to}}) as starts_with_n, -- single item - cast({{ "'" ~ dbtplyr.starts_with(cols, 'ind') | join(',') ~ "'" }} as {{cast_to}}) as starts_with_ind, -- multiple items - cast({{ "'" ~ dbtplyr.starts_with(cols, 'cat') | join(',') ~ "'"}} as {{cast_to}}) as starts_with_cat, -- no items + cast({{ "'" ~ dbtplyr.starts_with('n', cols) | join(',') ~ "'"}} as {{cast_to}}) as starts_with_n, -- single item + cast({{ "'" ~ dbtplyr.starts_with('ind', cols) | join(',') ~ "'"}} as {{cast_to}}) as starts_with_ind, -- multiple items + cast({{ "'" ~ dbtplyr.starts_with('cat', cols) | join(',') ~ "'"}} as {{cast_to}}) as starts_with_cat, -- no items -- ends_with (TODO) - cast({{ "'" ~ dbtplyr.ends_with(cols, 'b') | join(',') ~ "'"}} as {{cast_to}}) as ends_with_b, -- single item - cast({{ "'" ~ dbtplyr.ends_with(cols, 'a') | join(',') ~ "'" }} as {{cast_to}}) as ends_with_a, -- multiple items - cast({{ "'" ~ dbtplyr.ends_with(cols, 'z') | join(',') ~ "'"}} as {{cast_to}}) as ends_with_z, -- no items + cast({{ "'" ~ dbtplyr.ends_with('b', cols) | join(',') ~ "'"}} as {{cast_to}}) as ends_with_b, -- single item + cast({{ "'" ~ dbtplyr.ends_with('a', cols) | join(',') ~ "'"}} as {{cast_to}}) as ends_with_a, -- multiple items + cast({{ "'" ~ dbtplyr.ends_with('z', cols) | join(',') ~ "'"}} as {{cast_to}}) as ends_with_z, -- no items -- matches (TODO) diff --git a/integration_tests/models/contains.sql b/integration_tests/models/contains.sql index c5b0ea1..b616c6d 100644 --- a/integration_tests/models/contains.sql +++ b/integration_tests/models/contains.sql @@ -1,3 +1,3 @@ -{% set cols_n = dbtplyr.contains( ref('data'), 'c') %} +{% set cols_n = dbtplyr.contains( 'c', ref('data') ) %} select {{ dbtplyr.across(cols_n, "{{var}}") }} from {{ ref('data') }} \ No newline at end of file diff --git a/integration_tests/models/ends_with.sql b/integration_tests/models/ends_with.sql index 6880d12..4b483af 100644 --- a/integration_tests/models/ends_with.sql +++ b/integration_tests/models/ends_with.sql @@ -1,3 +1,3 @@ -{% set cols_n = dbtplyr.ends_with( ref('data'), 'c') %} +{% set cols_n = dbtplyr.ends_with( 'c', ref('data') ) %} select {{ dbtplyr.across(cols_n, "{{var}}") }} from {{ ref('data') }} \ No newline at end of file diff --git a/integration_tests/models/matches.sql b/integration_tests/models/matches.sql index dce158e..aef2a4d 100644 --- a/integration_tests/models/matches.sql +++ b/integration_tests/models/matches.sql @@ -1,3 +1,3 @@ -{% set cols_n = dbtplyr.matches( ref('data'), '.*_c') %} +{% set cols_n = dbtplyr.matches('.*_c', ref('data')) %} select {{ dbtplyr.across(cols_n, "{{var}}") }} from {{ ref('data') }} \ No newline at end of file diff --git a/integration_tests/models/not_contains.sql b/integration_tests/models/not_contains.sql index 3b55c6e..161a6b9 100644 --- a/integration_tests/models/not_contains.sql +++ b/integration_tests/models/not_contains.sql @@ -1,3 +1,3 @@ -{% set cols_n = dbtplyr.not_contains( ref('data'), 'n') %} +{% set cols_n = dbtplyr.not_contains('n', ref('data')) %} select {{ dbtplyr.across(cols_n, "{{var}}") }} from {{ ref('data') }} \ No newline at end of file diff --git a/integration_tests/models/not_one_of.sql b/integration_tests/models/not_one_of.sql index 6a15dfc..b76b45b 100644 --- a/integration_tests/models/not_one_of.sql +++ b/integration_tests/models/not_one_of.sql @@ -1,3 +1,3 @@ -{% set cols_n = dbtplyr.not_one_of( ref('data'), ['n_a', 'ind_a', 'ind_b']) %} +{% set cols_n = dbtplyr.not_one_of(['n_a', 'ind_a', 'ind_b'], ref('data')) %} select {{ dbtplyr.across(cols_n, "{{var}}") }} from {{ ref('data') }} \ No newline at end of file diff --git a/integration_tests/models/one_of.sql b/integration_tests/models/one_of.sql index f3282ca..0dbdf27 100644 --- a/integration_tests/models/one_of.sql +++ b/integration_tests/models/one_of.sql @@ -1,3 +1,3 @@ -{% set cols_n = dbtplyr.one_of( ref('data'), ['amt_c']) %} +{% set cols_n = dbtplyr.one_of(['amt_c'], ref('data')) %} select {{ dbtplyr.across(cols_n, "{{var}}") }} from {{ ref('data') }} \ No newline at end of file diff --git a/integration_tests/models/starts_with.sql b/integration_tests/models/starts_with.sql index e8937b8..40ac42d 100644 --- a/integration_tests/models/starts_with.sql +++ b/integration_tests/models/starts_with.sql @@ -1,3 +1,3 @@ -{% set cols_n = dbtplyr.starts_with( ref('data'), 'amt') %} +{% set cols_n = dbtplyr.starts_with('amt', ref('data')) %} select {{ dbtplyr.across(cols_n, "{{var}}") }} from {{ ref('data') }} \ No newline at end of file diff --git a/macros/macro.yml b/macros/macro.yml index 353b1dd..15683eb 100644 --- a/macros/macro.yml +++ b/macros/macro.yml @@ -89,15 +89,15 @@ macros: Returns list of string column names from relation which start with a specified string arguments: &args + - name: string + type: 'String' + description: String to match - name: relation type: 'Relation' description: > 'Relation whose column names should be evaluated for matches. If list of column names has already been obtained with a separate call to get_column_names(), this list may be passed instead for efficiency.' - - name: string - type: 'String' - description: String to match - name: ends_with description: > @@ -122,12 +122,12 @@ macros: Returns list of string column names from relation which exactly match any of a list of strings arguments: &argsOneOf - - name: relation - type: 'Relation' - description: Relation whose column names should be evaluated for matches or list of column names - name: strings type: 'List' description: List of strings against which to compare column names + - name: relation + type: 'Relation' + description: Relation whose column names should be evaluated for matches or list of column names - name: not_one_of description: > diff --git a/macros/select_helpers.sql b/macros/select_helpers.sql index bf73577..fdd4483 100644 --- a/macros/select_helpers.sql +++ b/macros/select_helpers.sql @@ -1,4 +1,4 @@ -{% macro starts_with(relation, string) %} +{% macro starts_with(string, relation) %} {%set cols = dbtplyr.get_column_names(relation) %} {%set regex = "^" ~ string ~ ".*" %} @@ -7,7 +7,7 @@ {% endmacro %} -{% macro ends_with(relation, string) %} +{% macro ends_with(string, relation) %} {%set cols = dbtplyr.get_column_names(relation) %} {%set regex = "^.*" ~ string ~ "$" %} @@ -16,7 +16,7 @@ {% endmacro %} -{% macro contains(relation, string) %} +{% macro contains(string, relation) %} {%set cols = dbtplyr.get_column_names(relation) %} {%set regex = "^.*" ~ string ~ ".*$" %} @@ -25,7 +25,7 @@ {% endmacro %} -{% macro not_contains(relation, string) %} +{% macro not_contains(string, relation) %} {%set cols = dbtplyr.get_column_names(relation) %} {%set regex = "^((?!" ~ string ~ ").)*$" %} @@ -34,7 +34,7 @@ {% endmacro %} -{% macro one_of(relation, strings) %} +{% macro one_of(strings, relation) %} {%set cols = dbtplyr.get_column_names(relation) %} {%set regex = "^("+ strings|join("|") +")$" %} @@ -43,7 +43,7 @@ {% endmacro %} -{% macro not_one_of(relation, strings) %} +{% macro not_one_of(strings, relation) %} {%set cols = dbtplyr.get_column_names(relation) %} {%set results = cols | reject('in', strings) %} @@ -51,7 +51,7 @@ {% endmacro %} -{% macro matches(relation, string) %} +{% macro matches(string, relation) %} {%set cols = dbtplyr.get_column_names(relation) %} {%set regex = string %} diff --git a/models/overview.md b/models/overview.md index 0a3db7d..59d9bde 100644 --- a/models/overview.md +++ b/models/overview.md @@ -23,8 +23,8 @@ This package enables us to similarly write `dbt` data models with commands like: ``` {% raw %} {% set cols = dbtplyr.get_column_names( ref('mydata') ) %} -{% set cols_n = dbtplyr.starts_with(cols, 'N') %} -{% set cols_ind = dbtplyr.starts_with(cols, 'IND') %} +{% set cols_n = dbtplyr.starts_with('N', cols) %} +{% set cols_ind = dbtplyr.starts_with('IND', cols) %} select @@ -54,8 +54,8 @@ Note that, slightly more `dplyr`-like, you may also write: {% raw %} select - {{ dbtplyr.across(dbtplyr.starts_with( ref('mydata'), 'N'), "sum({{var}}) as {{var}}_tot") }}, - {{ dbtplyr.across(dbtplyr.starts_with( ref('mydata'), 'IND'), "mean({{var}}) as {{var}}_avg") }} + {{ dbtplyr.across(dbtplyr.starts_with('N', ref('mydata')), "sum({{var}}) as {{var}}_tot") }}, + {{ dbtplyr.across(dbtplyr.starts_with('IND', ref('mydata')), "mean({{var}}) as {{var}}_avg") }} from {{ ref('mydata') }} {% endraw %} @@ -67,17 +67,25 @@ But, as each function call is a bit longer than the equivalent `dplyr` code, I p The complete list of macros included are: +**Functions to apply operation across columns** + - `across(var_list, script_string, final_comma)` - `c_across(var_list, script_string)` + +**Functions to evaluation condition across columns** + - `if_any(var_list, script_string)` - `if_all(var_list, script_string)` -- `starts_with(relation, string)` -- `ends_with(relation, string)` -- `contains(relation, string)` -- `not_contains(relation, string)` -- `one_of(relation, string_list)` -- `not_one_of(relation, string_list)` -- `matches(relation, string)` + +**Functions to subset columns by naming conventions** + +- `starts_with(string, relation or list)` +- `ends_with(string, relation or list)` +- `contains(string, relation or list)` +- `not_contains(string, relation or list)` +- `one_of(string_list, relation or list)` +- `not_one_of(string_list, relation or list)` +- `matches(string, relation)` - `everything(relation)` Note that all of the select-helper functions that take a relation as an argument can optionally be passed a list of names instead.