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feat: support incremental model (#42)
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100 changes: 91 additions & 9 deletions
100
dbt/include/risingwave/macros/materializations/incremental.sql
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{% materialization incremental, adapter='risingwave' %} | ||
{{ exceptions.raise_compiler_error( | ||
""" | ||
dbt-risingwave does not support incremental models, but we provide a `materialized_view` model | ||
which could keep your data up-to-date automatically and incrementally. | ||
Use the `materialized_view` instead. | ||
""" | ||
)}} | ||
{% endmaterialization %} | ||
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-- relations | ||
{%- set existing_relation = load_cached_relation(this) -%} | ||
{%- set target_relation = this.incorporate(type='table') -%} | ||
{%- set temp_relation = make_temp_relation(target_relation)-%} | ||
{%- set intermediate_relation = make_intermediate_relation(target_relation)-%} | ||
{%- set backup_relation_type = 'table' if existing_relation is none else existing_relation.type -%} | ||
{%- set backup_relation = make_backup_relation(target_relation, backup_relation_type) -%} | ||
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-- configs | ||
{%- set unique_key = config.get('unique_key') -%} | ||
{%- set full_refresh_mode = (should_full_refresh() or existing_relation.is_view) -%} | ||
{%- set on_schema_change = incremental_validate_on_schema_change(config.get('on_schema_change'), default='ignore') -%} | ||
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-- the temp_ and backup_ relations should not already exist in the database; get_relation | ||
-- will return None in that case. Otherwise, we get a relation that we can drop | ||
-- later, before we try to use this name for the current operation. This has to happen before | ||
-- BEGIN, in a separate transaction | ||
{%- set preexisting_intermediate_relation = load_cached_relation(intermediate_relation)-%} | ||
{%- set preexisting_backup_relation = load_cached_relation(backup_relation) -%} | ||
-- grab current tables grants config for comparision later on | ||
{% set grant_config = config.get('grants') %} | ||
{{ drop_relation_if_exists(preexisting_intermediate_relation) }} | ||
{{ drop_relation_if_exists(preexisting_backup_relation) }} | ||
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{{ run_hooks(pre_hooks, inside_transaction=False) }} | ||
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-- `BEGIN` happens here: | ||
{{ run_hooks(pre_hooks, inside_transaction=True) }} | ||
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{% set to_drop = [] %} | ||
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{% if existing_relation is none %} | ||
{% set build_sql = risingwave__create_table_as(target_relation, sql) %} | ||
{% elif full_refresh_mode %} | ||
{% set build_sql = risingwave__create_table_as(intermediate_relation, sql) %} | ||
{% set need_swap = true %} | ||
{% else %} | ||
{% do run_query(risingwave__create_table_as(temp_relation, sql)) %} | ||
{% do to_drop.append(temp_relation) %} | ||
{% do adapter.expand_target_column_types( | ||
from_relation=temp_relation, | ||
to_relation=target_relation) %} | ||
{#-- Process schema changes. Returns dict of changes if successful. Use source columns for upserting/merging --#} | ||
{% set dest_columns = process_schema_changes(on_schema_change, temp_relation, existing_relation) %} | ||
{% if not dest_columns %} | ||
{% set dest_columns = adapter.get_columns_in_relation(existing_relation) %} | ||
{% endif %} | ||
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{#-- Get the incremental_strategy, the macro to use for the strategy, and build the sql --#} | ||
{% set incremental_strategy = config.get('incremental_strategy') or 'default' %} | ||
{% set incremental_predicates = config.get('predicates', none) or config.get('incremental_predicates', none) %} | ||
{% set strategy_sql_macro_func = adapter.get_incremental_strategy_macro(context, incremental_strategy) %} | ||
{% set strategy_arg_dict = ({'target_relation': target_relation, 'temp_relation': temp_relation, 'unique_key': unique_key, 'dest_columns': dest_columns, 'incremental_predicates': incremental_predicates }) %} | ||
{% set build_sql = strategy_sql_macro_func(strategy_arg_dict) %} | ||
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{% endif %} | ||
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{% call statement("main") %} | ||
{{ build_sql }} | ||
{% endcall %} | ||
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{% if need_swap %} | ||
{% do adapter.rename_relation(target_relation, backup_relation) %} | ||
{% do adapter.rename_relation(intermediate_relation, target_relation) %} | ||
{% do to_drop.append(backup_relation) %} | ||
{% endif %} | ||
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{% set should_revoke = should_revoke(existing_relation, full_refresh_mode) %} | ||
{% do apply_grants(target_relation, grant_config, should_revoke=should_revoke) %} | ||
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{% do persist_docs(target_relation, model) %} | ||
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{% if existing_relation is none or existing_relation.is_view or should_full_refresh() %} | ||
{% do create_indexes(target_relation) %} | ||
{% endif %} | ||
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{{ run_hooks(post_hooks, inside_transaction=True) }} | ||
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-- `COMMIT` happens here | ||
{% do adapter.commit() %} | ||
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{% for rel in to_drop %} | ||
{% do adapter.drop_relation(rel) %} | ||
{% endfor %} | ||
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{{ run_hooks(post_hooks, inside_transaction=False) }} | ||
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{{ return({'relations': [target_relation]}) }} | ||
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{%- endmaterialization %} |