From a428b07351ce849f52a2795b896223ba2468ef26 Mon Sep 17 00:00:00 2001
From: Chris Boyles <cboyles1@rac.co.uk>
Date: Wed, 10 Jul 2024 15:02:02 +0100
Subject: [PATCH 1/8] fix: integration test and snowflake init file

---
 integration_tests/ci/sf-init.sql                            | 6 +++++-
 .../verify_if_masking_policies_created_correctly.sql        | 1 +
 integration_tests/package-lock.yml                          | 2 +-
 package-lock.yml                                            | 4 ++--
 packages.yml                                                | 2 +-
 5 files changed, 10 insertions(+), 5 deletions(-)

diff --git a/integration_tests/ci/sf-init.sql b/integration_tests/ci/sf-init.sql
index b113355..baf1b59 100644
--- a/integration_tests/ci/sf-init.sql
+++ b/integration_tests/ci/sf-init.sql
@@ -1,5 +1,5 @@
 use role sysadmin;
-use warehouse wh_compute;
+use warehouse compute_wh;
 create or replace database dbt_tags with comment = 'Database for dbt_tags';
 
 use role accountadmin;
@@ -36,5 +36,9 @@ grant all privileges on future views in database dbt_tags to role role_dbt_tags;
 grant usage, create schema on database dbt_tags to role role_dbt_tags;
 grant role role_dbt_tags to role sysadmin;
 
+use role accountadmin;
+grant apply masking policy on account to role role_dbt_tags;
+grant apply tag on account to role role_dbt_tags;
+
 use role role_dbt_tags;
 use database dbt_tags;
diff --git a/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.sql b/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.sql
index 6d7c394..c659afb 100644
--- a/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.sql
+++ b/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.sql
@@ -64,3 +64,4 @@ full join adapter_masking_policies as actual
   on      actual.database_name     = config.database_name
   and     actual.schema_name    = config.schema_name
   and     actual.masking_policy_name   = config.masking_policy_name
+where dbt_project_masking_policy <> adapter_masking_policy
diff --git a/integration_tests/package-lock.yml b/integration_tests/package-lock.yml
index 88d613b..3d6cbc9 100644
--- a/integration_tests/package-lock.yml
+++ b/integration_tests/package-lock.yml
@@ -1,5 +1,5 @@
 packages:
 - local: ../
 - package: dbt-labs/dbt_utils
-  version: 1.1.1
+  version: 1.2.0
 sha1_hash: de2deba3d66ce03d8c02949013650cc9b94f6030
diff --git a/package-lock.yml b/package-lock.yml
index c80319b..8f9a42c 100644
--- a/package-lock.yml
+++ b/package-lock.yml
@@ -1,4 +1,4 @@
 packages:
 - package: dbt-labs/dbt_utils
-  version: 1.1.1
-sha1_hash: e6424ba9e5a22487e47f023803aa4f0411946808
+  version: 1.2.0
+sha1_hash: d4f259856543b0ef301e0b3b0bbc94ccb6b12a54
diff --git a/packages.yml b/packages.yml
index b26b1ff..220179e 100644
--- a/packages.yml
+++ b/packages.yml
@@ -1,3 +1,3 @@
 packages:
   - package: dbt-labs/dbt_utils
-    version: [">=1.1.0", "<2.0.0"]
+    version: "1.2.0"

From cca083227f60dcee7c85d7a24d991023d459f144 Mon Sep 17 00:00:00 2001
From: Chris Boyles <cboyles1@rac.co.uk>
Date: Thu, 11 Jul 2024 15:21:25 +0100
Subject: [PATCH 2/8] feat: Multiple policy datatypes per tag, updated
 documentation, tests and macros

---
 dbt_project.yml                               |  2 +
 docs/contributing.md                          |  8 ++-
 docs/getting-started.md                       | 39 +++++++++++++-
 docs/index.md                                 |  1 +
 docs/util-drop-tag.md                         | 24 ++++-----
 docs/util-unset-masking-policy.md             |  7 +--
 integration_tests/dbt_project.yml             |  7 +++
 .../create_masking_policy__pii_null.sql       | 17 ++++++
 ..._if_masking_policies_applied_correctly.sql | 53 +++++++++++++++----
 ..._if_masking_policies_applied_correctly.yml |  2 +-
 ..._if_masking_policies_created_correctly.sql | 27 +++++++---
 ..._if_masking_policies_created_correctly.yml |  2 +-
 integration_tests/models/customers.yml        | 10 ++++
 macros/apply-tags/apply_mps_to_tags.sql       |  9 +++-
 macros/apply-tags/apply_mps_to_tags.yml       |  2 +-
 macros/apply-tags/unapply_mps_from_tags.sql   | 27 ++++++----
 macros/apply-tags/unapply_mps_from_tags.yml   |  6 +--
 macros/resources/tags/drop_tags.sql           | 24 ++++-----
 18 files changed, 201 insertions(+), 66 deletions(-)
 create mode 100644 integration_tests/macros/mp-ddl/create_masking_policy__pii_null.sql

diff --git a/dbt_project.yml b/dbt_project.yml
index 492ac5b..60d4b01 100644
--- a/dbt_project.yml
+++ b/dbt_project.yml
@@ -17,3 +17,5 @@ vars:
   # dbt_tags__schema: tags      # optional, target.schema if not specified
   # dbt_tags__allowed_tags: []  # optional, allow all
   dbt_tags__resource_types: ["model", "snapshot", "source"] # mandatory, find tags for only configured dbt resource types
+  # dbt_tags__policy_data_types: # optional, defaults to same policy name as tag name if not specified per policy
+  #   - <tag-name>: ['datatype','list'] # list of tag names, assign list of datatypes. Suffixes policy name with datatypes on assigning policies to tags
diff --git a/docs/contributing.md b/docs/contributing.md
index e1676ea..4119b2b 100644
--- a/docs/contributing.md
+++ b/docs/contributing.md
@@ -56,9 +56,11 @@ poetry shell
 poe git-hooks
 ```
 
+ℹ️ If you receive an error on poetry install when trying to install dbt-tags, create an empty file `dbt-tags` in the root directory and try again, this should fix the issue.
+
 ### Get dbt profile ready
 
-Please help to check [the sample script](https://github.com/infinitelambda/dbt-tags/blob/main/integration_tests/ci/sf-init.sql) to initialize Snowflake environment in `integreation_tests/ci` directory, and get your database freshly created.
+Please help to check [the sample script](https://github.com/infinitelambda/dbt-tags/blob/main/integration_tests/ci/sf-init.sql) to initialize Snowflake environment in `integration_tests/ci` directory, and get your database freshly created.
 
 Next, you should follow [dbt profile instruction](https://docs.getdbt.com/docs/core/connect-data-platform/connection-profiles) and setting up your dedicated profile. Again, you could [try our sample](https://github.com/infinitelambda/dbt-tags/blob/main/integration_tests/ci/profiles.yml) in the same above directory.
 
@@ -89,6 +91,10 @@ See here for details for running existing integration tests and adding new ones:
 
 Once you've added all of these files, in the `poetry shell`, you should be able to run:
 
+ℹ️ If you are using Windows OS, make sure that you [Developer Mode](https://learn.microsoft.com/en-us/windows/apps/get-started/enable-your-device-for-development) activated on your machine. This is so that symlinks can be created by the command line when installing the main `dbt-tags` project into the `integration_tests` sub-project. If it is not enabled, it will go into an endless loop of installing the packages inside each other over and over again until you run out of HD space.
+
+ℹ️ If you get an error when running the below due to a conflict when it is trying to run `dbt deps` from within `integration_tests` when using vs code, then this is likely due to a conflict with one or more extensions. Either disable extensions in vs code, such as dbt power user, or you can close vs code and run `dbt deps` directly from a command prompt window once you've cd'd into the correct folder.
+
 ```bash
 poe dbt-tags-test
 ```
diff --git a/docs/getting-started.md b/docs/getting-started.md
index 2b1f809..9d2456f 100644
--- a/docs/getting-started.md
+++ b/docs/getting-started.md
@@ -45,7 +45,7 @@ For each tag name, we need a corresponding macro that holds the masking policy d
 Given a sample, we have a tag named `pii_name`, we'll create a macro file as below:
 
 ```sql
--- File path: /marcos/mp-ddl/create_masking_policy__pii_name.sql
+-- File path: /macros/mp-ddl/create_masking_policy__pii_name.sql
 {% macro create_masking_policy__pii_name(ns) -%}
 
   create masking policy if not exists {{ ns }}.pii_name as (val string)
@@ -60,6 +60,43 @@ Given a sample, we have a tag named `pii_name`, we'll create a macro file as bel
 
 > `{{ ns }}` or `ns` stands for the schema namespace, let's copy the same!
 
+ℹ️ If you want to have multiple masking policies of different data types (they must be different data types) to a single tag, follow these steps:
+
+Given a sample, we have a tag named `pii_null`, we'll create a macro file as below:
+
+```sql
+-- File path: /macros/mp-ddl/create_masking_policy__pii_null.sql
+{% macro create_masking_policy__pii_null(ns) -%}
+
+  create masking policy if not exists {{ ns }}.pii_null_varchar as (val string)
+    returns string ->
+    case --/ your definition start here /--
+      when is_role_in_session('ROLE_HAS_PII_ACCESS') then val
+      else null
+    end;
+
+  create masking policy if not exists {{ ns }}.pii_null_number as (val number)
+    returns number ->
+    case --/ your definition start here /--
+      when is_role_in_session('ROLE_HAS_PII_ACCESS') then val
+      else null
+    end;
+
+{%- endmacro %}
+```
+
+We then must modify the optional var `dbt_tags__policy_data_types` in the `dbt_project.yml` file:
+
+```yml
+vars:
+  dbt_tags__policy_data_types:
+    - pii_null: ['varchar','number']
+```
+
+These must match the exact same data_type suffix that has been applied to the name of the masking policies in the create macro. This will then assign both of these to the single tag, rather than having to manage multiple of the same tag for the different data types.
+
+Leaving any tags out of the `dbt_tags__policy_data_types` var definition means that it will expect only a single masking policy which has the exact same name as the tag.
+
 ## 4. Deploy resources (tags, masking policies)
 
 ❗We don't want to repeat this step on every dbt run(s).
diff --git a/docs/index.md b/docs/index.md
index aaa34e4..300faee 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -64,6 +64,7 @@ Here are the full list of built-in variables:
 - `dbt_tags__schema`
 - `dbt_tags__allowed_tags`
 - `dbt_tags__resource_types`
+- `dbt_tags__policy_data_types`
 
 ## How to Contribute ❤️
 
diff --git a/docs/util-drop-tag.md b/docs/util-drop-tag.md
index f3d1b05..e576f81 100644
--- a/docs/util-drop-tag.md
+++ b/docs/util-drop-tag.md
@@ -25,19 +25,19 @@ dbt run-opertion drop_tags \
 
 - It scans all the Object Tags that were created in `analytics.demo` schema. Behind the scene script is:
 
-    ```sql
-    show tags in schema analytics.demo;
-    select  "database_name" || '.' || "schema_name" || '.' || "name" as tag_name
-    from    table(result_scan(last_query_id()))
-    where   "database_name" || '.' || "schema_name" ilike 'analytics.demo';
-    ```
+  ```sql
+  show tags in schema analytics.demo;
+  select  "database_name" || '.' || "schema_name" || '.' || "name" as tag_name
+  from    table(result_scan(last_query_id()))
+  where   "database_name" || '.' || "schema_name" ilike 'analytics.demo';
+  ```
 
 - If exists any tags:
-    - Create a dummy masking policy function (A)
-    - For each object tag:
-        - Set masking policy to tag with the above (A) with _Force_
-        - Unset masking policy from tag with (A)
-        - Drop the tag
-    - Drop (A)
+  - For each object tag:
+    - Check if there are multiple datatypes for the associated masking policy
+    - Unset masking policy(ies) from the tag
+    - Drop the tag
 
 - Done!
+
+Note this will currently only drop masking policies which are assigned to the tags via the `dbt_tags` package. If you have manually assigned a masking policy to the tag, it will currently not unset it before trying to drop, and will fail.
diff --git a/docs/util-unset-masking-policy.md b/docs/util-unset-masking-policy.md
index 47ac7d1..ca611bd 100644
--- a/docs/util-unset-masking-policy.md
+++ b/docs/util-unset-masking-policy.md
@@ -34,10 +34,7 @@ dbt run-opertion unapply_mps_from_tags \
     ```
 
 - If exists any tags:
-    - Create a dummy masking policy function (A)
-    - For each object tag:
-        - Set masking policy to tag with the above (A) with _Force_
-        - Unset masking policy from tag with (A)
-    - Drop (A)
+  - Checks if masking policy has multiple data types
+    - Unset masking policy from tag with
 
 - Done!
diff --git a/integration_tests/dbt_project.yml b/integration_tests/dbt_project.yml
index dd18e5f..64ee008 100644
--- a/integration_tests/dbt_project.yml
+++ b/integration_tests/dbt_project.yml
@@ -19,6 +19,13 @@ vars:
   dbt_tags__database: dbt_tags
   dbt_tags__schema: common
   dbt_tags__resource_types: ["model", "snapshot", "source"]
+  dbt_tags__allowed_tags:
+    - pii_name
+    - pii_amount
+    - pii_null
+    - abc
+  dbt_tags__policy_data_types:
+    - pii_null: ['varchar','number']
 
 models:
   dbt_tags_test:
diff --git a/integration_tests/macros/mp-ddl/create_masking_policy__pii_null.sql b/integration_tests/macros/mp-ddl/create_masking_policy__pii_null.sql
new file mode 100644
index 0000000..80ee5c2
--- /dev/null
+++ b/integration_tests/macros/mp-ddl/create_masking_policy__pii_null.sql
@@ -0,0 +1,17 @@
+{% macro create_masking_policy__pii_null(ns) -%}
+
+  create masking policy if not exists {{ ns }}.pii_null_varchar as (val string)
+    returns string ->
+    case
+      when is_role_in_session('ROLE_DBT_TAGS') then val
+      else null
+    end;
+
+  create masking policy if not exists {{ ns }}.pii_null_number as (val number)
+    returns number ->
+    case
+      when is_role_in_session('ROLE_DBT_TAGS') then val
+      else null
+    end;
+
+{%- endmacro %}
diff --git a/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.sql b/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.sql
index 0a3732d..96303e8 100644
--- a/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.sql
+++ b/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.sql
@@ -8,22 +8,40 @@
 {% if execute %}
     {%- set dbt_project_tags = dbt_tags.get_dbt_tags() %}
 {% endif %}
+{% set policy_data_types_list = var('dbt_tags__policy_data_types', []) -%}
 {%- set ns = dbt_tags.get_resource_ns() %}
 {%- set database_name = ns.split('.')[0] %}
 {%- set schema_name = ns.split('.')[1] %}
 
 with dbt_project_tags as (
 
-    {%- for item in dbt_project_tags if ".column" in item['level'] -%}
+    {%- for item in dbt_project_tags if (".column" in item['level'] and dbt_tags.get_masking_policy_for_tag(item.tag)) -%}
 
     {%- set masking_policy = dbt_tags.get_masking_policy_for_tag(item.tag) %}
       {%- if masking_policy %}
-        {%- set masking_policy_name = masking_policy.get_name().split('__')[1] %}
+        {% for policy_data_types in policy_data_types_list if item.tag in policy_data_types.keys() %}
+          {% for datatype in policy_data_types.values() | first %}
+            {%- set masking_policy_name = masking_policy.get_name().split('__')[1] ~ "_" ~ datatype %}
+
+    select
+      lower('{{ item.tag }}') as tag,
+      lower('{{ masking_policy_name }}') as masking_policy_name,
+      lower('{{ database_name }}') as database_name,
+      lower('{{ schema_name }}') as schema_name
+
+            {%- if not loop.last %}
+    union all
+            {%- endif %}
+          {% endfor %}
+        {% else %}
+          {%- set masking_policy_name = masking_policy.get_name().split('__')[1] %}
+
     select
-        lower('{{ item.tag }}') as tag,
-        lower('{{ masking_policy_name }}') as masking_policy_name,
-        lower('{{ database_name }}') as database_name,
-        lower('{{ schema_name }}') as schema_name
+      lower('{{ item.tag }}') as tag,
+      lower('{{ masking_policy_name }}') as masking_policy_name,
+      lower('{{ database_name }}') as database_name,
+      lower('{{ schema_name }}') as schema_name
+        {% endfor %}
 
         {%- if not loop.last %}
     union all
@@ -35,20 +53,37 @@ with dbt_project_tags as (
 
 adapter_tags as (
 
-    {%- for item in dbt_project_tags if ".column" in item['level'] %}
+    {%- for item in dbt_project_tags if (".column" in item['level'] and dbt_tags.get_masking_policy_for_tag(item.tag)) %}
 
       {%- set masking_policy = dbt_tags.get_masking_policy_for_tag(item.tag) %}
       {%- if masking_policy %}
+        {% for policy_data_types in policy_data_types_list if item.tag in policy_data_types.keys() %}
+          {% for datatype in policy_data_types.values() | first %}
     select
         lower(ref_entity_name) as tag,
         lower(policy_name) as masking_policy_name,
         lower(ref_database_name) as database_name,
         lower(ref_schema_name) as schema_name
-    from table(information_schema.policy_references(policy_name => '{{ database_name }}.{{ schema_name }}.{{ item.tag }}'))
+    from table(information_schema.policy_references(policy_name => '{{ database_name }}.{{ schema_name }}.{{ item.tag }}_{{ datatype }}'))
     where true
       and ref_entity_domain = 'TAG'
       and lower(ref_entity_name) = '{{ item.tag }}'
 
+          {%- if not loop.last %}
+            union all
+            {%- endif %}
+          {% endfor %}
+        {% else %}
+    select
+        lower(ref_entity_name) as tag,
+        lower(policy_name) as masking_policy_name,
+        lower(ref_database_name) as database_name,
+        lower(ref_schema_name) as schema_name
+    from table(information_schema.policy_references(policy_name => '{{ database_name }}.{{ schema_name }}.{{ item.tag }}'))
+    where true
+      and ref_entity_domain = 'TAG'
+      and lower(ref_entity_name) = '{{ item.tag }}'
+        {% endfor %}
         {%- if not loop.last %}
     union all
         {%- endif %}
@@ -60,7 +95,7 @@ adapter_tags as (
 
 select  config.database_name || '.' || config.schema_name || '.' || config.masking_policy_name as masking_policy,
         config.database_name || '.' || config.schema_name || '.' || config.tag as dbt_project_tag,
-        actual.database_name || '.' || actual.schema_name || '.' || actual.masking_policy_name as adapter_tag
+        actual.database_name || '.' || actual.schema_name || '.' || actual.tag as adapter_tag
 from      dbt_project_tags as config
 full join adapter_tags as actual
   on      actual.database_name = config.database_name
diff --git a/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.yml b/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.yml
index 8216929..14d14e9 100644
--- a/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.yml
+++ b/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.yml
@@ -2,4 +2,4 @@ models:
   - name: verify_if_masking_policies_applied_correctly
     tests:
       - dbt_utils.expression_is_true:
-          expression: adapter_tag is not null
+          expression: ifnull(adapter_tag, '') = dbt_project_tag
diff --git a/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.sql b/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.sql
index c659afb..c15e611 100644
--- a/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.sql
+++ b/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.sql
@@ -8,24 +8,40 @@
 {% if execute %}
     {%- set dbt_project_tags = dbt_tags.get_dbt_tags() %}
 {% endif %}
+{% set policy_data_types_list = var('dbt_tags__policy_data_types', []) -%}
 {%- set ns = dbt_tags.get_resource_ns() %}
 {%- set database_name = ns.split('.')[0] %}
 {%- set schema_name = ns.split('.')[1] %}
 
 with dbt_project_masking_policies as (
 
-    {%- for item in dbt_project_tags if ".column" in item['level'] %}
+    {%- for item in dbt_project_tags if (".column" in item['level'] and dbt_tags.get_masking_policy_for_tag(item.tag))  %}
     {%- set masking_policy = dbt_tags.get_masking_policy_for_tag(item.tag) %}
-    {%- set masking_policy_name = masking_policy.get_name().split('__')[1] if masking_policy else "" %}
+        {% for policy_data_types in policy_data_types_list if item.tag in policy_data_types.keys() %}
+          {% for datatype in policy_data_types.values() | first %}
+            {%- set masking_policy_name = masking_policy.get_name().split('__')[1] ~ "_" ~ datatype %}
     select
         lower('{{ item.tag }}') as tag,
         lower('{{ masking_policy_name }}') as masking_policy_name,
         iff(masking_policy_name = '', null, lower('{{ database_name }}')) as database_name,
         iff(masking_policy_name = '', null, lower('{{ schema_name }}')) as schema_name
 
-    {%- if not loop.last %}
-      union all
-    {%- endif %}
+            {%- if not loop.last %}
+    union all
+            {%- endif %}
+          {% endfor %}
+        {% else %}
+
+        {%- set masking_policy_name = masking_policy.get_name().split('__')[1] if masking_policy else "" %}
+    select
+        lower('{{ item.tag }}') as tag,
+        lower('{{ masking_policy_name }}') as masking_policy_name,
+        iff(masking_policy_name = '', null, lower('{{ database_name }}')) as database_name,
+        iff(masking_policy_name = '', null, lower('{{ schema_name }}')) as schema_name
+          {% endfor %}
+        {%- if not loop.last %}
+        union all
+        {%- endif %}
 
   {%- endfor %}
 ),
@@ -64,4 +80,3 @@ full join adapter_masking_policies as actual
   on      actual.database_name     = config.database_name
   and     actual.schema_name    = config.schema_name
   and     actual.masking_policy_name   = config.masking_policy_name
-where dbt_project_masking_policy <> adapter_masking_policy
diff --git a/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.yml b/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.yml
index 7c28ea1..56c2d3a 100644
--- a/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.yml
+++ b/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.yml
@@ -2,4 +2,4 @@ models:
   - name: verify_if_masking_policies_created_correctly
     tests:
       - dbt_utils.expression_is_true:
-          expression: adapter_masking_policy is not null
+          expression: ifnull(adapter_masking_policy, '') = dbt_project_masking_policy
diff --git a/integration_tests/models/customers.yml b/integration_tests/models/customers.yml
index 054bd41..729129f 100644
--- a/integration_tests/models/customers.yml
+++ b/integration_tests/models/customers.yml
@@ -17,3 +17,13 @@ models:
         tags:
           - pii_name
           - abc
+
+      - name: last_name
+        description: Customer's last name. PII.
+        tags:
+          - pii_null
+
+      - name: customer_lifetime_value
+        description: Customer's lifetime value. PII.
+        tags:
+          - pii_null
diff --git a/macros/apply-tags/apply_mps_to_tags.sql b/macros/apply-tags/apply_mps_to_tags.sql
index 0e9eaa2..6c85c7f 100644
--- a/macros/apply-tags/apply_mps_to_tags.sql
+++ b/macros/apply-tags/apply_mps_to_tags.sql
@@ -7,6 +7,7 @@
   {% set ns = ns or dbt_tags.get_resource_ns() %}
   {% set tags = dbt_tags.get_dbt_tags(debug=debug) %}
   {% set column_tags = [] %}
+  {% set policy_data_types_list = var('dbt_tags__policy_data_types', []) -%}
 
   {% for tag in tags if ".column" in tag["level"] %}
       {% do column_tags.append(tag) %}
@@ -16,7 +17,13 @@
 
     {% for item in column_tags %}
       {%- if get_masking_policy_for_tag(item.tag) %}
-        alter tag {{ ns }}.{{ item.tag }} set masking policy {{ ns }}.{{ item.tag }} force;
+        {% for policy_data_types in policy_data_types_list if item.tag in policy_data_types.keys() %}
+          {% for datatype in policy_data_types.values() | first %}
+            alter tag {{ ns }}.{{ item.tag }} set masking policy {{ ns }}.{{ item.tag }}_{{ datatype }} force;
+          {% endfor %}
+        {% else %}
+          alter tag {{ ns }}.{{ item.tag }} set masking policy {{ ns }}.{{ item.tag }} force;
+        {% endfor %}
       {%- endif -%}
     {% endfor %}
 
diff --git a/macros/apply-tags/apply_mps_to_tags.yml b/macros/apply-tags/apply_mps_to_tags.yml
index cae0118..7849c20 100644
--- a/macros/apply-tags/apply_mps_to_tags.yml
+++ b/macros/apply-tags/apply_mps_to_tags.yml
@@ -4,7 +4,7 @@ macros:
       Used on-demand via `dbt run-operation`!
 
       Looking for all column tags in the schema, for each tag:
-      - Assign a corresponding masking policy (same name with tag) to tag (with force)
+      - Assign a corresponding masking policy (same name with tag and datatype suffix if set) to tag (with force)
 
       **Usage**
       ```bash
diff --git a/macros/apply-tags/unapply_mps_from_tags.sql b/macros/apply-tags/unapply_mps_from_tags.sql
index 353047d..226ceff 100644
--- a/macros/apply-tags/unapply_mps_from_tags.sql
+++ b/macros/apply-tags/unapply_mps_from_tags.sql
@@ -7,20 +7,25 @@
 
   {% set ns = ns or dbt_tags.get_resource_ns() %}
   {% set tags = dbt_tags.get_adapter_tags(ns=ns) %}
+  {% set column_tags = [] %}
+  {% set policy_data_types_list = var('dbt_tags__policy_data_types', none) -%}
 
-  {% set query -%}
-
-    {% for tag in tags %}
-      {% if loop.first %}
-        create or replace masking policy {{ ns }}.dbt_tags__dummy as (val string) returns string -> val;
-      {% endif %}
+  {% for tag in tags if ".column" in tag["level"] %}
+      {% do column_tags.append(tag) %}
+  {% endfor %}
 
-      alter tag {{ tag }} set masking policy {{ ns }}.dbt_tags__dummy force;
-      alter tag {{ tag }} unset masking policy {{ ns }}.dbt_tags__dummy;
+  {% set query -%}
 
-      {% if loop.last %}
-        drop masking policy {{ ns }}.dbt_tags__dummy;
-      {% endif %}
+    {% for item in column_tags %}
+      {%- if get_masking_policy_for_tag(item.tag) %}
+        {% for policy_data_types in policy_data_types_list if item.tag in policy_data_types.keys() %}
+          {% for datatype in policy_data_types.values() | first %}
+            alter tag {{ ns }}.{{ item.tag }} unset masking policy {{ ns }}.{{ item.tag }}_{{ datatype }};
+          {% endfor %}
+        {% else %}
+          alter tag {{ ns }}.{{ item.tag }} unset masking policy {{ ns }}.{{ item.tag }};
+        {% endfor %}
+      {%- endif -%}
     {% endfor %}
 
   {%- endset %}
diff --git a/macros/apply-tags/unapply_mps_from_tags.yml b/macros/apply-tags/unapply_mps_from_tags.yml
index 4856331..6f2af41 100644
--- a/macros/apply-tags/unapply_mps_from_tags.yml
+++ b/macros/apply-tags/unapply_mps_from_tags.yml
@@ -3,10 +3,8 @@ macros:
     description: |
       Used on-demand via `dbt run-operation`!
 
-      Looking for all adapter tags in the schema, for each tag:
-      - Assign a dummy masking policy (1) to tag (with force)
-      - Unset that (1) on tag
-      - Drop (1)
+      Looking for all column tags in the schema, for each tag:
+      - unset the corresponding masking policies (same name with tag and datatype suffix if set) from tag
 
       **Usage**
       ```bash
diff --git a/macros/resources/tags/drop_tags.sql b/macros/resources/tags/drop_tags.sql
index 00b85de..a0f420c 100644
--- a/macros/resources/tags/drop_tags.sql
+++ b/macros/resources/tags/drop_tags.sql
@@ -8,20 +8,18 @@
   {% set adapter_tags = dbt_tags.get_adapter_tags(ns=ns) %}
   {% set query -%}
 
-    {% for item in adapter_tags -%}
-      {% if loop.first %}
-        create or replace masking policy {{ ns }}.dbt_tags__dummy as (val string) returns string -> val;
-      {% endif %}
-
-      alter tag {{ item }} set masking policy {{ ns }}.dbt_tags__dummy force;
-      alter tag {{ item }} unset masking policy {{ ns }}.dbt_tags__dummy;
+    {% for item in adapter_tags %}
+      {%- if get_masking_policy_for_tag(item.tag) %}
+        {% for policy_data_types in policy_data_types_list if item.tag in policy_data_types.keys() %}
+          {% for datatype in policy_data_types.values() | first %}
+            alter tag {{ ns }}.{{ item.tag }} unset masking policy {{ ns }}.{{ item.tag }}_{{ datatype }};
+          {% endfor %}
+        {% else %}
+          alter tag {{ ns }}.{{ item.tag }} unset masking policy {{ ns }}.{{ item.tag }};
+        {% endfor %}
+      {%- endif -%}
       drop tag {{ item }};
-
-      {% if loop.last %}
-        drop masking policy {{ ns }}.dbt_tags__dummy;
-      {% endif %}
-
-    {%- endfor %}
+    {% endfor %}
 
   {%- endset %}
 

From 73cfedd92fb664bfea2b021a98794466a96b3f99 Mon Sep 17 00:00:00 2001
From: Chris Boyles <cboyles1@rac.co.uk>
Date: Fri, 12 Jul 2024 13:57:58 +0100
Subject: [PATCH 3/8] feat: Set tag values, updated documentation, tests and
 macros

---
 dbt_project.yml                               |  1 +
 docs/getting-started.md                       | 40 +++++++++++++++++--
 .../verify_if_tags_applied_correctly.sql      | 21 +++++++---
 .../verify_if_tags_applied_correctly.yml      |  2 +-
 integration_tests/models/customers.yml        |  4 +-
 macros/apply-tags/apply_column_tags.sql       | 10 ++++-
 macros/apply-tags/apply_column_tags.yml       | 22 ++++++++--
 macros/apply-tags/unapply_mps_from_tags.yml   |  2 +
 macros/utils/get_dbt_column_tags.sql          | 19 +++++----
 macros/utils/get_dbt_relation_tags.sql        | 19 +++++----
 macros/utils/get_dbt_tags.sql                 | 10 ++---
 11 files changed, 113 insertions(+), 37 deletions(-)

diff --git a/dbt_project.yml b/dbt_project.yml
index 60d4b01..718e56a 100644
--- a/dbt_project.yml
+++ b/dbt_project.yml
@@ -19,3 +19,4 @@ vars:
   dbt_tags__resource_types: ["model", "snapshot", "source"] # mandatory, find tags for only configured dbt resource types
   # dbt_tags__policy_data_types: # optional, defaults to same policy name as tag name if not specified per policy
   #   - <tag-name>: ['datatype','list'] # list of tag names, assign list of datatypes. Suffixes policy name with datatypes on assigning policies to tags
+  # dbt_tags__tag_name_separator: ~ # optional, the default value is tilda. If you use ~ in your tag names then you can set a different separator character here
diff --git a/docs/getting-started.md b/docs/getting-started.md
index 9d2456f..de59e7c 100644
--- a/docs/getting-started.md
+++ b/docs/getting-started.md
@@ -97,7 +97,41 @@ These must match the exact same data_type suffix that has been applied to the na
 
 Leaving any tags out of the `dbt_tags__policy_data_types` var definition means that it will expect only a single masking policy which has the exact same name as the tag.
 
-## 4. Deploy resources (tags, masking policies)
+## 4. Set tags on columns
+
+To assign tags to columns, you follow the same process as you would apply dbt tags to columns normally. This is done in the model schema yaml files.
+
+By default, this package assigns the name of the column as the value of the tag. Because of how dbt tags work, there is no out of the box way to assign values for the Snowflake tags, so a separator ("~") has been configured within `dbt_tags` to facilitate this.
+
+Setting a value for a tag can be useful for Security Governance querying in Snowflake. Or it can be used within a masking policy to allow some dynamic functionality using the Snowflake funciton `system$get_tag_on_current_column('fully.qualified.tag-name')`.
+
+Looking at a model's schema yaml file:
+
+- If you don't need a tag value
+
+  ```yml
+  columns:
+      - name: first_name
+        description: Customer's first name. PII.
+        tags:
+          - pii_name
+  ```
+
+- If you do need a tag value
+
+  ```yml
+  columns:
+      - name: membership_number
+        description: Customer's membership number. PII.
+        tags:
+          - pii_mask_last_x_characters~4
+  ```
+
+The value is then available to use either in the masking policy or in Snowflake.
+
+ℹ️ `dbt tags` will only deploy tags that have been set on columns. If you have tags or masking policies which aren't assigned to columns, they won't be deployed.
+
+## 5. Deploy resources (tags, masking policies)
 
 ❗We don't want to repeat this step on every dbt run(s).
 
@@ -119,7 +153,7 @@ Instead, let's do it as a step in the Production Release process (or manually).
   dbt run-operation create_masking_policies --args '{debug: true}'
   ```
 
-## 5. Apply tags to columns
+## 6. Apply tags to columns
 
 ℹ️ Currently, only column tags are supported!
 
@@ -135,7 +169,7 @@ models:
         {% endif %}
 ```
 
-## 6. Apply masking policies to tags
+## 7. Apply masking policies to tags
 
 ℹ️ Skip this step if you decide not to use masking policies, but only tags!
 
diff --git a/integration_tests/models/behavior/verify_if_tags_applied_correctly.sql b/integration_tests/models/behavior/verify_if_tags_applied_correctly.sql
index a27c6c5..9848a5f 100644
--- a/integration_tests/models/behavior/verify_if_tags_applied_correctly.sql
+++ b/integration_tests/models/behavior/verify_if_tags_applied_correctly.sql
@@ -12,8 +12,9 @@ depends on:
 }}
 
 {% set dbt_project_tags = [] %}
+{% set tag_name_separator = var('dbt_tags__tag_name_separator','~') %}
 {% if execute %}
-  {% set dbt_project_tags = dbt_tags.get_dbt_tags() %}
+  {% set dbt_project_tags = dbt_tags.get_dbt_tags(with_value=True) %}
 {% endif %}
 
 with dbt_project_tags as (
@@ -23,8 +24,16 @@ with dbt_project_tags as (
       {{ target.database }}.{{ target.schema }}.{{ item.level.split(".")[1] }}
     {%- endset %}
 
-    select  lower('{{ item.tag }}') as tag_name,
-            lower('{{ item.name }}') as tag_value,
+    {% set tag_name = item.tag.split(tag_name_separator)[0] %}
+    {% if not item.tag.split(tag_name_separator)[1] %}
+      {% set tag_value = item.name %}
+    {%- else %}
+      {% set tag_value = item.tag.split(tag_name_separator)[1] %}
+    {% endif %}
+    {{- log("Item:" ~ item ~ " tag_name: " ~ tag_name  ~ " tag_value: " ~ tag_value, info=True) -}}
+
+    select  lower('{{ tag_name }}') as tag_name,
+            lower('{{ tag_value }}') as tag_value,
             lower('{{ model_fqn }}') as model_name,
             lower('{{ item.name }}') as column_name,
 
@@ -62,8 +71,10 @@ column_tag_references as (
 
 )
 
-select    config.model_name || '.' || config.column_name || ': ' || config.tag_name as config,
-          actual.model_name || '.' || actual.column_name || ': ' || actual.tag_name as actual,
+select    config.model_name || '.' || config.column_name || ': ' || config.tag_name as config_tag_name,
+          config.tag_value as config_tag_value,
+          actual.model_name || '.' || actual.column_name || ': ' || actual.tag_name as actual_tag_name,
+          actual.tag_value as actual_tag_value
 from      dbt_project_tags as config
 full join column_tag_references as actual
   on      actual.tag_name     = config.tag_name
diff --git a/integration_tests/models/behavior/verify_if_tags_applied_correctly.yml b/integration_tests/models/behavior/verify_if_tags_applied_correctly.yml
index 09f29b6..aee0e4f 100644
--- a/integration_tests/models/behavior/verify_if_tags_applied_correctly.yml
+++ b/integration_tests/models/behavior/verify_if_tags_applied_correctly.yml
@@ -2,4 +2,4 @@ models:
   - name: verify_if_tags_applied_correctly
     tests:
       - dbt_utils.expression_is_true:
-          expression: config = actual
+          expression: ifnull(actual_tag_value, '') = config_tag_value
diff --git a/integration_tests/models/customers.yml b/integration_tests/models/customers.yml
index 729129f..e49c36b 100644
--- a/integration_tests/models/customers.yml
+++ b/integration_tests/models/customers.yml
@@ -21,9 +21,9 @@ models:
       - name: last_name
         description: Customer's last name. PII.
         tags:
-          - pii_null
+          - 'pii_null~last name test'
 
       - name: customer_lifetime_value
         description: Customer's lifetime value. PII.
         tags:
-          - pii_null
+          - pii_null~customer_ltv
diff --git a/macros/apply-tags/apply_column_tags.sql b/macros/apply-tags/apply_column_tags.sql
index 9bce4dd..6739eac 100644
--- a/macros/apply-tags/apply_column_tags.sql
+++ b/macros/apply-tags/apply_column_tags.sql
@@ -9,11 +9,12 @@
   {% endif %}
 
   {% set tag_ns = dbt_tags.get_resource_ns() %}
+  {% set tag_name_separator = var('dbt_tags__tag_name_separator','~') %}
   {% set query %}
 
     {% for key, value in model.columns.items() -%}
       {% if value.tags is defined -%}
-        {% for column_tag in value.tags if dbt_tags.is_allowed_tags(column_tag) %}
+        {% for column_tag in value.tags if dbt_tags.is_allowed_tags(column_tag.split(tag_name_separator)[0]) %}
 
           {%- set relation -%}
             {{ model.database }}.{{ model.schema }}.{{ model.alias or model.name }}
@@ -21,7 +22,12 @@
 
           alter table {{ relation }}
             alter column {{ key }}
-            set tag {{ tag_ns }}.{{ column_tag }} = '{{ key }}';
+            set tag {{ tag_ns }}.{{ column_tag.split(tag_name_separator)[0] }} =
+            {%- if tag_name_separator in column_tag -%}
+              '{{ column_tag.split(tag_name_separator)[1] }}';
+            {%- else -%}
+              '{{ key }}';
+            {%- endif %}
           {{- log("dbt_tags.apply_column_tags - Set tag [" ~ tag_ns ~ "." ~ column_tag  ~ "] on column [" ~ relation ~ ":" ~ key ~ "]", info=True) -}}
 
         {%- endfor %}
diff --git a/macros/apply-tags/apply_column_tags.yml b/macros/apply-tags/apply_column_tags.yml
index e7c4de4..cf77b51 100644
--- a/macros/apply-tags/apply_column_tags.yml
+++ b/macros/apply-tags/apply_column_tags.yml
@@ -3,11 +3,25 @@ macros:
     description: |
       Used in the model's post-hook.
 
-      Looking for all tags at all columns in the model, set the (allowed) dbt tags as the adapter tags to the configured column:
-      - Tag Key: dbt tag name
-      - Tag Value: dbt column name
+      Looking for all tags at all columns in the model, set the (allowed) dbt tags as the adapter tags to the configured column.
+      Tag values are able to be set by adding in a separator ("~" by default) and then the value afterwards which will be set as a string. If you don't set a value, then the name of the column is set as the value.
+      Example, without a value:
+      - column: customer_first_name
+      - dbt tag name: pii_name
+      - dbt tag value set on column: "pii_name"
+        - Tag Key: pii_name
+        - Tag Value: "customer_first_name"
+
+      Example, with a value:
+      - column: membership_id
+      - dbt tag name: pii_mask_x_last_characters
+      - dbt tag value set on column: "pii_mask_x_last_characters~4"
+        - Tag Key: pii_mask_x_last_characters
+        - Tag Value: "4"
       Note: To unapply the tags, let's simply re-create the table/view!
 
+      "~" (tilda) is defined as the default separator. If you want to change it to another character if you use this in your tag names, set the var "dbt_tags__tag_name_separator" in "dbt_project.yml" to another character.
+
       **Usage** in `dbt_project.yml` file:
       ```
       {% raw %}
@@ -19,4 +33,4 @@ macros:
                 {{ dbt_tags.apply_column_tags() }}
               {% endif %}
       {% endraw %}
-      ```
\ No newline at end of file
+      ```
diff --git a/macros/apply-tags/unapply_mps_from_tags.yml b/macros/apply-tags/unapply_mps_from_tags.yml
index 6f2af41..119476b 100644
--- a/macros/apply-tags/unapply_mps_from_tags.yml
+++ b/macros/apply-tags/unapply_mps_from_tags.yml
@@ -6,6 +6,8 @@ macros:
       Looking for all column tags in the schema, for each tag:
       - unset the corresponding masking policies (same name with tag and datatype suffix if set) from tag
 
+      Note that this will only unset masking policies defined within the dbt-tags package, not any manually assigned MPs.
+
       **Usage**
       ```bash
       dbt run-operation unapply_mps_from_tags
diff --git a/macros/utils/get_dbt_column_tags.sql b/macros/utils/get_dbt_column_tags.sql
index 7e8bd40..9752a53 100644
--- a/macros/utils/get_dbt_column_tags.sql
+++ b/macros/utils/get_dbt_column_tags.sql
@@ -1,20 +1,23 @@
-{% macro get_dbt_column_tags(relation, debug=False) -%}
-  {{ return(adapter.dispatch('get_dbt_column_tags', 'dbt_tags')(relation=relation, debug=debug)) }}
+{% macro get_dbt_column_tags(relation, with_value=False, debug=False) -%}
+  {{ return(adapter.dispatch('get_dbt_column_tags', 'dbt_tags')(relation=relation, with_value=with_value, debug=debug)) }}
 {%- endmacro %}
 
-{% macro default__get_dbt_column_tags(relation, debug=False) %}
+{% macro default__get_dbt_column_tags(relation, with_value=False, debug=False) %}
 
   {% set found_tags = [] %}
+  {% set tag_name_separator = var('dbt_tags__tag_name_separator','~') %}
   {% for key, value in relation.columns.items() %}
 
     {# {{ log("column" ~ "-" ~ value.name ~ "-tags:" ~ value.tags, info=True) if debug }} #}
     {% if value.tags is defined %}
 
-      {% for column_tag in value.tags if dbt_tags.is_allowed_tags(column_tag) %}
-
-        {% set found_tag = {"level": relation.resource_type ~ "." ~ relation.name ~ ".column", "name": value.name, "tag": column_tag} %}
-        {# {{ log(found_tag, info=True) if debug}} #}
-
+      {% for column_tag in value.tags if dbt_tags.is_allowed_tags(column_tag.split(tag_name_separator)[0]) %}
+        {% if with_value %}
+          {% set found_tag = {"level": relation.resource_type ~ "." ~ relation.name ~ ".column", "name": value.name, "tag": column_tag} %}
+        {% else %}
+          {% set found_tag = {"level": relation.resource_type ~ "." ~ relation.name ~ ".column", "name": value.name, "tag": column_tag.split(tag_name_separator)[0]} %}
+          {# {{ log(found_tag, info=True) if debug}} #}
+        {% endif %}
         {% do found_tags.append(found_tag) %}
 
       {% endfor %}
diff --git a/macros/utils/get_dbt_relation_tags.sql b/macros/utils/get_dbt_relation_tags.sql
index f8df03e..3f61685 100644
--- a/macros/utils/get_dbt_relation_tags.sql
+++ b/macros/utils/get_dbt_relation_tags.sql
@@ -1,21 +1,26 @@
-{% macro get_dbt_relation_tags(relation, inc_column=True, debug=False) -%}
-  {{ return(adapter.dispatch('get_dbt_relation_tags', 'dbt_tags')(relation=relation, inc_column=inc_column, debug=debug)) }}
+{% macro get_dbt_relation_tags(relation, inc_column=True, with_value=False, debug=False) -%}
+  {{ return(adapter.dispatch('get_dbt_relation_tags', 'dbt_tags')(relation=relation, inc_column=inc_column, with_value=with_value, debug=debug)) }}
 {%- endmacro %}
 
-{% macro default__get_dbt_relation_tags(relation, inc_column=True, debug=False) %}
+{% macro default__get_dbt_relation_tags(relation, inc_column=True, with_value=False, debug=False) %}
 
   {% set found_tags = [] %}
+  {% set tag_name_separator = var('dbt_tags__tag_name_separator','~') %}
   {# {{ log(relation.resource_type ~ "-" ~ relation.name ~ "-tags:" ~ relation.tags, info=True) if debug}} #}
   {% if relation.tags is defined %}
-    {% for relation_tag in relation.tags if dbt_tags.is_allowed_tags(relation_tag) %}
-      {% set found_tag = {"level": relation.resource_type, "name": relation.name, "tag": relation_tag} %}
-      {# {{ log(found_tag, info=True) if debug}} #}
+    {% for relation_tag in relation.tags if dbt_tags.is_allowed_tags(relation_tag.split(tag_name_separator)[0]) %}
+      {% if with_value %}
+        {% set found_tag = {"level": relation.resource_type, "name": relation.name, "tag": relation_tag} %}
+      {% else %}
+        {% set found_tag = {"level": relation.resource_type, "name": relation.name, "tag": relation_tag.split(tag_name_separator)[0]} %}
+        {# {{ log(found_tag, info=True) if debug}} #}
+      {% endif %}
       {% do found_tags.append(found_tag) %}
     {% endfor %}
   {% endif %}
 
   {% if inc_column %}
-    {% do found_tags.extend(dbt_tags.get_dbt_column_tags(relation=relation, debug=debug)) %}
+    {% do found_tags.extend(dbt_tags.get_dbt_column_tags(relation=relation, with_value=with_value, debug=debug)) %}
   {% endif %}
 
   {{ return(found_tags) }}
diff --git a/macros/utils/get_dbt_tags.sql b/macros/utils/get_dbt_tags.sql
index 118cae5..bdc643f 100644
--- a/macros/utils/get_dbt_tags.sql
+++ b/macros/utils/get_dbt_tags.sql
@@ -1,18 +1,18 @@
-{% macro get_dbt_tags(debug=False) -%}
-  {{ return(adapter.dispatch('get_dbt_tags', 'dbt_tags')(debug=debug)) }}
+{% macro get_dbt_tags(with_value=False, debug=False) -%}
+  {{ return(adapter.dispatch('get_dbt_tags', 'dbt_tags')(with_value=with_value, debug=debug)) }}
 {%- endmacro %}
 
-{% macro default__get_dbt_tags(debug=False) %}
+{% macro default__get_dbt_tags(with_value=False, debug=False) %}
 
   {% set resource_types = var('dbt_tags__resource_types') %}
   {% set found_tags = [] %}
 
   {% for relation in graph.nodes.values() if (relation.resource_type | lower) in resource_types %}
-    {% do found_tags.extend(dbt_tags.get_dbt_relation_tags(relation=relation, debug=debug)) %}
+    {% do found_tags.extend(dbt_tags.get_dbt_relation_tags(relation=relation, with_value=with_value, debug=debug)) %}
   {% endfor %}
 
   {% for relation in graph.sources.values() if (relation.resource_type | lower) in resource_types %}
-    {% do found_tags.extend(dbt_tags.get_dbt_relation_tags(relation=relation, debug=debug)) %}
+    {% do found_tags.extend(dbt_tags.get_dbt_relation_tags(relation=relation, with_value=with_value, debug=debug)) %}
   {% endfor %}
 
   {{ return(found_tags) }}

From c1975b6c5c6219c67843c046d8a69d18e0ec8ce1 Mon Sep 17 00:00:00 2001
From: Chris Boyles <cboyles1@rac.co.uk>
Date: Tue, 16 Jul 2024 11:15:45 +0100
Subject: [PATCH 4/8] feat: de-dupe of creation and application of tags and mps
 and resolving of PR comments

---
 docs/getting-started.md                       |  2 +-
 macros/apply-tags/apply_mps_to_tags.sql       | 19 ++++++++++++-------
 macros/apply-tags/unapply_mps_from_tags.sql   |  2 +-
 .../create_masking_policies.sql               | 11 ++++++++---
 macros/resources/tags/create_tags.sql         | 11 ++++++++---
 macros/resources/tags/drop_tags.sql           |  2 +-
 packages.yml                                  |  2 +-
 7 files changed, 32 insertions(+), 17 deletions(-)

diff --git a/docs/getting-started.md b/docs/getting-started.md
index de59e7c..1fa92ca 100644
--- a/docs/getting-started.md
+++ b/docs/getting-started.md
@@ -103,7 +103,7 @@ To assign tags to columns, you follow the same process as you would apply dbt ta
 
 By default, this package assigns the name of the column as the value of the tag. Because of how dbt tags work, there is no out of the box way to assign values for the Snowflake tags, so a separator ("~") has been configured within `dbt_tags` to facilitate this.
 
-Setting a value for a tag can be useful for Security Governance querying in Snowflake. Or it can be used within a masking policy to allow some dynamic functionality using the Snowflake funciton `system$get_tag_on_current_column('fully.qualified.tag-name')`.
+Setting a value for a tag can be useful for Security Governance querying in Snowflake. Or it can be used within a masking policy to allow some dynamic functionality using the Snowflake function `system$get_tag_on_current_column('fully.qualified.tag-name')`.
 
 Looking at a model's schema yaml file:
 
diff --git a/macros/apply-tags/apply_mps_to_tags.sql b/macros/apply-tags/apply_mps_to_tags.sql
index 6c85c7f..649cecb 100644
--- a/macros/apply-tags/apply_mps_to_tags.sql
+++ b/macros/apply-tags/apply_mps_to_tags.sql
@@ -7,22 +7,27 @@
   {% set ns = ns or dbt_tags.get_resource_ns() %}
   {% set tags = dbt_tags.get_dbt_tags(debug=debug) %}
   {% set column_tags = [] %}
+  {% set unique_column_tags = [] %}
   {% set policy_data_types_list = var('dbt_tags__policy_data_types', []) -%}
 
   {% for tag in tags if ".column" in tag["level"] %}
       {% do column_tags.append(tag) %}
   {% endfor %}
 
+  {% for item in column_tags if item.tag not in unique_column_tags %}
+    {{ unique_column_tags.append(item.tag) }}
+  {% endfor %}
+
   {% set query -%}
 
-    {% for item in column_tags %}
-      {%- if get_masking_policy_for_tag(item.tag) %}
-        {% for policy_data_types in policy_data_types_list if item.tag in policy_data_types.keys() %}
-          {% for datatype in policy_data_types.values() | first %}
-            alter tag {{ ns }}.{{ item.tag }} set masking policy {{ ns }}.{{ item.tag }}_{{ datatype }} force;
+    {% for tag in unique_column_tags %}
+      {%- if dbt_tags.get_masking_policy_for_tag(tag) %}
+        {%- for policy_data_types in policy_data_types_list if tag in policy_data_types.keys() %}
+          {%- for datatype in policy_data_types.values() | first %}
+            alter tag {{ ns }}.{{ tag }} set masking policy {{ ns }}.{{ tag }}_{{ datatype }} force;
           {% endfor %}
-        {% else %}
-          alter tag {{ ns }}.{{ item.tag }} set masking policy {{ ns }}.{{ item.tag }} force;
+        {%- else %}
+            alter tag {{ ns }}.{{ tag }} set masking policy {{ ns }}.{{ tag }} force;
         {% endfor %}
       {%- endif -%}
     {% endfor %}
diff --git a/macros/apply-tags/unapply_mps_from_tags.sql b/macros/apply-tags/unapply_mps_from_tags.sql
index 226ceff..527d744 100644
--- a/macros/apply-tags/unapply_mps_from_tags.sql
+++ b/macros/apply-tags/unapply_mps_from_tags.sql
@@ -17,7 +17,7 @@
   {% set query -%}
 
     {% for item in column_tags %}
-      {%- if get_masking_policy_for_tag(item.tag) %}
+      {%- if dbt_tags.get_masking_policy_for_tag(item.tag) %}
         {% for policy_data_types in policy_data_types_list if item.tag in policy_data_types.keys() %}
           {% for datatype in policy_data_types.values() | first %}
             alter tag {{ ns }}.{{ item.tag }} unset masking policy {{ ns }}.{{ item.tag }}_{{ datatype }};
diff --git a/macros/resources/masking-policies/create_masking_policies.sql b/macros/resources/masking-policies/create_masking_policies.sql
index eddff15..dd22cc9 100644
--- a/macros/resources/masking-policies/create_masking_policies.sql
+++ b/macros/resources/masking-policies/create_masking_policies.sql
@@ -6,17 +6,22 @@
 
   {% set ns = dbt_tags.get_resource_ns() %}
   {% set tags = dbt_tags.get_dbt_tags() %}
+  {% set unique_dbt_tags = [] %}
+
+  {% for item in tags if item.tag not in unique_dbt_tags %}
+    {{ unique_dbt_tags.append(item.tag) }}
+  {% endfor %}
 
   {% set query -%}
 
-    {% for item in tags -%}
+    {% for tag in unique_dbt_tags -%}
 
       {%- if loop.first -%}
         create schema if not exists {{ ns }};
       {%- endif %}
 
-      {%- if get_masking_policy_for_tag(item.tag) %}
-        {{ get_masking_policy_for_tag(item.tag)(ns) }}
+      {%- if get_masking_policy_for_tag(tag) %}
+        {{ get_masking_policy_for_tag(tag)(ns) }}
       {%- endif -%}
 
     {%- endfor %}
diff --git a/macros/resources/tags/create_tags.sql b/macros/resources/tags/create_tags.sql
index abc2c5c..4aecb2d 100644
--- a/macros/resources/tags/create_tags.sql
+++ b/macros/resources/tags/create_tags.sql
@@ -6,15 +6,20 @@
 
   {% set ns = dbt_tags.get_resource_ns() %}
   {% set dbt_tags = dbt_tags.get_dbt_tags(debug=debug) %}
+  {% set unique_dbt_tags = [] %}
+
+  {% for item in dbt_tags if item.tag not in unique_dbt_tags %}
+    {{ unique_dbt_tags.append(item.tag) }}
+  {% endfor %}
 
   {% set query -%}
 
-    {% for item in dbt_tags -%}
+    {% for tag in unique_dbt_tags -%}
       {% if loop.first %}
         create schema if not exists {{ ns }};
       {%- endif %}
-      create tag if not exists {{ ns }}.{{ item.tag }}
-        with comment = '{{ target.name | upper }} - {{ project_name }}''s dbt managed tags | context: {{ item | tojson }}';
+      create tag if not exists {{ ns }}.{{ tag }}
+        with comment = '{{ target.name | upper }} - {{ project_name }}''s dbt managed tags';
     {% endfor %}
 
   {%- endset %}
diff --git a/macros/resources/tags/drop_tags.sql b/macros/resources/tags/drop_tags.sql
index a0f420c..45f1797 100644
--- a/macros/resources/tags/drop_tags.sql
+++ b/macros/resources/tags/drop_tags.sql
@@ -9,7 +9,7 @@
   {% set query -%}
 
     {% for item in adapter_tags %}
-      {%- if get_masking_policy_for_tag(item.tag) %}
+      {%- if dbt_tags.get_masking_policy_for_tag(item.tag) %}
         {% for policy_data_types in policy_data_types_list if item.tag in policy_data_types.keys() %}
           {% for datatype in policy_data_types.values() | first %}
             alter tag {{ ns }}.{{ item.tag }} unset masking policy {{ ns }}.{{ item.tag }}_{{ datatype }};
diff --git a/packages.yml b/packages.yml
index 220179e..b26b1ff 100644
--- a/packages.yml
+++ b/packages.yml
@@ -1,3 +1,3 @@
 packages:
   - package: dbt-labs/dbt_utils
-    version: "1.2.0"
+    version: [">=1.1.0", "<2.0.0"]

From 807f79e1bcfb01cd3fd58b05cf8e79220e1b8665 Mon Sep 17 00:00:00 2001
From: Dat Nguyen <dat@infinitelambda>
Date: Wed, 17 Jul 2024 09:20:25 +0700
Subject: [PATCH 5/8] chore: upgrade dev env

---
 poetry.lock    | 1337 ++++++++++++++++++++++++++----------------------
 pyproject.toml |    4 +-
 2 files changed, 714 insertions(+), 627 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 06f09df..7f5de44 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,14 +1,14 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
 
 [[package]]
 name = "agate"
-version = "1.7.1"
+version = "1.9.1"
 description = "A data analysis library that is optimized for humans instead of machines."
 optional = false
 python-versions = "*"
 files = [
-    {file = "agate-1.7.1-py2.py3-none-any.whl", hash = "sha256:23f9f412f74f97b72f82b1525ab235cc816bc8c8525d968a091576a0dbc54a5f"},
-    {file = "agate-1.7.1.tar.gz", hash = "sha256:eadf46d980168b8922d5d396d6258eecd5e7dbef7e6f0c0b71e968545ea96389"},
+    {file = "agate-1.9.1-py2.py3-none-any.whl", hash = "sha256:1cf329510b3dde07c4ad1740b7587c9c679abc3dcd92bb1107eabc10c2e03c50"},
+    {file = "agate-1.9.1.tar.gz", hash = "sha256:bc60880c2ee59636a2a80cd8603d63f995be64526abf3cbba12f00767bcd5b3d"},
 ]
 
 [package.dependencies]
@@ -18,20 +18,20 @@ leather = ">=0.3.2"
 parsedatetime = ">=2.1,<2.5 || >2.5"
 python-slugify = ">=1.2.1"
 pytimeparse = ">=1.1.5"
+tzdata = {version = ">=2023.3", markers = "platform_system == \"Windows\""}
 
 [package.extras]
-docs = ["Sphinx (>=1.2.2)", "sphinx-rtd-theme (>=0.1.6)"]
-test = ["PyICU (>=2.4.2)", "coverage (>=3.7.1)", "cssselect (>=0.9.1)", "lxml (>=3.6.0)", "pytest", "pytest-cov", "pytz (>=2015.4)"]
+test = ["PyICU (>=2.4.2)", "backports.zoneinfo", "coverage (>=3.7.1)", "cssselect (>=0.9.1)", "lxml (>=3.6.0)", "pytest", "pytest-cov"]
 
 [[package]]
 name = "annotated-types"
-version = "0.6.0"
+version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
-    {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
+    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
 ]
 
 [[package]]
@@ -77,13 +77,13 @@ tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "p
 
 [[package]]
 name = "babel"
-version = "2.14.0"
+version = "2.15.0"
 description = "Internationalization utilities"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "Babel-2.14.0-py3-none-any.whl", hash = "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"},
-    {file = "Babel-2.14.0.tar.gz", hash = "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363"},
+    {file = "Babel-2.15.0-py3-none-any.whl", hash = "sha256:08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb"},
+    {file = "babel-2.15.0.tar.gz", hash = "sha256:8daf0e265d05768bc6c7a314cf1321e9a123afc328cc635c18622a2f30a04413"},
 ]
 
 [package.extras]
@@ -312,43 +312,43 @@ files = [
 
 [[package]]
 name = "cryptography"
-version = "42.0.4"
+version = "42.0.8"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "cryptography-42.0.4-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:ffc73996c4fca3d2b6c1c8c12bfd3ad00def8621da24f547626bf06441400449"},
-    {file = "cryptography-42.0.4-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:db4b65b02f59035037fde0998974d84244a64c3265bdef32a827ab9b63d61b18"},
-    {file = "cryptography-42.0.4-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dad9c385ba8ee025bb0d856714f71d7840020fe176ae0229de618f14dae7a6e2"},
-    {file = "cryptography-42.0.4-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:69b22ab6506a3fe483d67d1ed878e1602bdd5912a134e6202c1ec672233241c1"},
-    {file = "cryptography-42.0.4-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:e09469a2cec88fb7b078e16d4adec594414397e8879a4341c6ace96013463d5b"},
-    {file = "cryptography-42.0.4-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:3e970a2119507d0b104f0a8e281521ad28fc26f2820687b3436b8c9a5fcf20d1"},
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+    {file = "cryptography-42.0.8-cp39-abi3-win_amd64.whl", hash = "sha256:fa76fbb7596cc5839320000cdd5d0955313696d9511debab7ee7278fc8b5c84a"},
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+    {file = "cryptography-42.0.8-pp39-pypy39_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:dec9b018df185f08483f294cae6ccac29e7a6e0678996587363dc352dc65c842"},
+    {file = "cryptography-42.0.8-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:343728aac38decfdeecf55ecab3264b015be68fc2816ca800db649607aeee648"},
+    {file = "cryptography-42.0.8-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:013629ae70b40af70c9a7a5db40abe5d9054e6f4380e50ce769947b73bf3caad"},
+    {file = "cryptography-42.0.8.tar.gz", hash = "sha256:8d09d05439ce7baa8e9e95b07ec5b6c886f548deb7e0f69ef25f64b3bce842f2"},
 ]
 
 [package.dependencies]
@@ -375,40 +375,96 @@ files = [
 ]
 
 [[package]]
-name = "dbt-core"
-version = "1.7.17"
-description = "With dbt, data analysts and engineers can build analytics the way engineers build applications."
+name = "daff"
+version = "1.3.46"
+description = "Diff and patch tables"
+optional = false
+python-versions = "*"
+files = [
+    {file = "daff-1.3.46.tar.gz", hash = "sha256:22d0da9fd6a3275b54c926a9c97b180f9258aad65113ea18f3fec52cbadcd818"},
+]
+
+[[package]]
+name = "dbt-adapters"
+version = "1.3.2"
+description = "The set of adapter protocols and base functionality that supports integration with dbt-core"
+optional = false
+python-versions = ">=3.8.0"
+files = [
+    {file = "dbt_adapters-1.3.2-py3-none-any.whl", hash = "sha256:959425d55220b33722d54ed73ab5654f73f9b8153fa0c5314f6f40308c012ad0"},
+    {file = "dbt_adapters-1.3.2.tar.gz", hash = "sha256:6aa37efeb0e07803f83d2b4cb3cc157348f42be546e9f5c2dc972ee9a4b70f0b"},
+]
+
+[package.dependencies]
+agate = ">=1.0,<2.0"
+dbt-common = ">=1.3,<2.0"
+mashumaro = {version = ">=3.0,<4.0", extras = ["msgpack"]}
+protobuf = ">=3.0,<5.0"
+pytz = ">=2015.7"
+typing-extensions = ">=4.0,<5.0"
+
+[[package]]
+name = "dbt-common"
+version = "1.6.0"
+description = "The shared common utilities that dbt-core and adapter implementations use"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "dbt_core-1.7.17-py3-none-any.whl", hash = "sha256:91cd0ceca29d77377988bca94db02c9d6f3debdd604edbde702008380b87fc4e"},
-    {file = "dbt_core-1.7.17.tar.gz", hash = "sha256:efd341e83252c35d9dbe0d2d0bfd874125c093c125250bebc7ca741a9145db80"},
+    {file = "dbt_common-1.6.0-py3-none-any.whl", hash = "sha256:543ffe14e81e126cf573f3f5badf17408a1cd350993214f4a6346e3ac0187806"},
+    {file = "dbt_common-1.6.0.tar.gz", hash = "sha256:1e3063921354ba8681da21fe1882f516ce7418fa2838996254e466f9e31cdc16"},
 ]
 
 [package.dependencies]
-agate = ">=1.7.0,<1.8.0"
-cffi = ">=1.9,<2.0.0"
-click = ">=8.0.2,<9"
+agate = ">=1.7.0,<1.10"
 colorama = ">=0.3.9,<0.5"
-dbt-extractor = ">=0.5.0,<0.6.0"
-dbt-semantic-interfaces = ">=0.4.2,<0.5.0"
-idna = ">=2.5,<4"
+deepdiff = ">=7.0,<8.0"
 isodate = ">=0.6,<0.7"
+jinja2 = ">=3.1.3,<4"
+jsonschema = ">=4.0,<5.0"
+mashumaro = {version = ">=3.9,<4.0", extras = ["msgpack"]}
+pathspec = ">=0.9,<0.13"
+protobuf = ">=4.0.0,<5.0.0"
+python-dateutil = ">=2.0,<3.0"
+requests = "<3.0.0"
+typing-extensions = ">=4.4,<5.0"
+
+[package.extras]
+build = ["check-wheel-contents", "twine", "wheel"]
+lint = ["black (>=23.3,<24.0)", "flake8", "flake8-docstrings", "flake8-pyproject", "mypy (>=1.3,<2.0)", "pytest (>=7.3,<8.0)", "types-jinja2 (>=2.11,<3.0)", "types-jsonschema (>=4.17,<5.0)", "types-protobuf (>=4.24,<5.0)", "types-python-dateutil (>=2.8,<3.0)", "types-pyyaml (>=6.0,<7.0)", "types-requests"]
+test = ["hypothesis (>=6.87,<7.0)", "pytest (>=7.3,<8.0)", "pytest-cov (>=4.1,<5.0)", "pytest-mock", "pytest-xdist (>=3.2,<4.0)"]
+
+[[package]]
+name = "dbt-core"
+version = "1.8.3"
+description = "With dbt, data analysts and engineers can build analytics the way engineers build applications."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "dbt_core-1.8.3-py3-none-any.whl", hash = "sha256:29c4d3ed4385090492ea48e88c58a405e4d646aabde81e7945bedddb2a55e86e"},
+    {file = "dbt_core-1.8.3.tar.gz", hash = "sha256:e98ea11f0c91f086e9df9ac4d2e6093cf30a94e6fd419541a32374ddd6b92d9e"},
+]
+
+[package.dependencies]
+agate = ">=1.7.0,<1.10"
+click = ">=8.0.2,<9.0"
+daff = ">=1.3.46"
+dbt-adapters = ">=1.1.1,<2.0"
+dbt-common = ">=1.0.4,<2.0"
+dbt-extractor = ">=0.5.0,<=0.6"
+dbt-semantic-interfaces = ">=0.5.1,<0.6"
 Jinja2 = ">=3.1.3,<4"
-jsonschema = ">=3.0"
 logbook = ">=1.5,<1.6"
 mashumaro = {version = ">=3.9,<4.0", extras = ["msgpack"]}
-minimal-snowplow-tracker = ">=0.0.2,<0.1.0"
-networkx = ">=2.3,<4"
+minimal-snowplow-tracker = ">=0.0.2,<0.1"
+networkx = ">=2.3,<4.0"
 packaging = ">20.9"
-pathspec = ">=0.9,<0.12"
+pathspec = ">=0.9,<0.13"
 protobuf = ">=4.0.0,<5"
 pytz = ">=2015.7"
 pyyaml = ">=6.0"
 requests = "<3.0.0"
 sqlparse = ">=0.5.0,<0.6.0"
-typing-extensions = ">=3.7.4"
-urllib3 = ">=1.0,<2.0"
+typing-extensions = ">=4.4"
 
 [[package]]
 name = "dbt-extractor"
@@ -437,51 +493,71 @@ files = [
 
 [[package]]
 name = "dbt-semantic-interfaces"
-version = "0.4.3"
+version = "0.5.1"
 description = "The shared semantic layer definitions that dbt-core and MetricFlow use"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "dbt_semantic_interfaces-0.4.3-py3-none-any.whl", hash = "sha256:af6ab8509da81ae5f5f1d5631c9761cccaed8cd5311d4824a8d4168ecd0f2093"},
-    {file = "dbt_semantic_interfaces-0.4.3.tar.gz", hash = "sha256:9a46d07ad022a4c48783565a776ebc6f1d19e0412e70c4759bc9d7bba461ea1c"},
+    {file = "dbt_semantic_interfaces-0.5.1-py3-none-any.whl", hash = "sha256:b95ff3a6721dc30f6278cb84933d95e0ef27766e67eeb6bb41906242e77f7c9b"},
+    {file = "dbt_semantic_interfaces-0.5.1.tar.gz", hash = "sha256:3a497abef1ba8112affdf804b26bfdcd5468ed95cc924b509068e18d371c7c4d"},
 ]
 
 [package.dependencies]
 click = ">=7.0,<9.0"
-importlib-metadata = ">=6.0,<7.0"
-jinja2 = ">=3.0,<4.0"
-jsonschema = ">=4.0,<5.0"
+importlib-metadata = ">=6.0,<7"
+jinja2 = ">=3.1.3,<4"
+jsonschema = ">=4.0,<5"
 more-itertools = ">=8.0,<11.0"
 pydantic = ">=1.10,<3"
-python-dateutil = ">=2.0,<3.0"
-pyyaml = ">=6.0,<7.0"
-typing-extensions = ">=4.4,<5.0"
+python-dateutil = ">=2.0,<3"
+pyyaml = ">=6.0,<7"
+typing-extensions = ">=4.4,<5"
 
 [[package]]
 name = "dbt-snowflake"
-version = "1.7.2"
+version = "1.8.3"
 description = "The Snowflake adapter plugin for dbt"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "dbt-snowflake-1.7.2.tar.gz", hash = "sha256:07637ea07f16b0a68c5b1596af1ace6e8ab7789d110e7f6f2255f60dcd4dc0ba"},
-    {file = "dbt_snowflake-1.7.2-py3-none-any.whl", hash = "sha256:0789d158e6ec8cb07452b10b49e88c1f4a2360d9a7b108264efe828ba98fef1d"},
+    {file = "dbt_snowflake-1.8.3-py3-none-any.whl", hash = "sha256:06cf9dc1fd81b26d9dd4c6dc294e38357ed0135339cc7760d275be47af94dc18"},
+    {file = "dbt_snowflake-1.8.3.tar.gz", hash = "sha256:50bfabb5c49557d5192d5225f6e311f0b4d5d9315bb37a64f4bca7bcf0a3cc17"},
 ]
 
 [package.dependencies]
 agate = "*"
-dbt-core = ">=1.7.0,<1.8.0"
+dbt-adapters = ">=1.1.1,<2.0"
+dbt-common = ">=1.0.4,<2.0"
+dbt-core = ">=1.8.0"
 snowflake-connector-python = {version = ">=3.0,<4.0", extras = ["secure-local-storage"]}
 
+[[package]]
+name = "deepdiff"
+version = "7.0.1"
+description = "Deep Difference and Search of any Python object/data. Recreate objects by adding adding deltas to each other."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "deepdiff-7.0.1-py3-none-any.whl", hash = "sha256:447760081918216aa4fd4ca78a4b6a848b81307b2ea94c810255334b759e1dc3"},
+    {file = "deepdiff-7.0.1.tar.gz", hash = "sha256:260c16f052d4badbf60351b4f77e8390bee03a0b516246f6839bc813fb429ddf"},
+]
+
+[package.dependencies]
+ordered-set = ">=4.1.0,<4.2.0"
+
+[package.extras]
+cli = ["click (==8.1.7)", "pyyaml (==6.0.1)"]
+optimize = ["orjson"]
+
 [[package]]
 name = "diff-cover"
-version = "8.0.3"
+version = "9.1.0"
 description = "Run coverage and linting reports on diffs"
 optional = false
-python-versions = ">=3.8.10,<4.0.0"
+python-versions = "<4.0.0,>=3.8.10"
 files = [
-    {file = "diff_cover-8.0.3-py3-none-any.whl", hash = "sha256:5c2f54ebb3f4afaf2e07d3209c470722bac859a15914abe478e5b82240521b44"},
-    {file = "diff_cover-8.0.3.tar.gz", hash = "sha256:393565ca8668ae1e0e38e4e132b51cf028086fb06a7a7d9479deb5023e2f68d4"},
+    {file = "diff_cover-9.1.0-py3-none-any.whl", hash = "sha256:9b95204e6b98ec2815087b0ad1d504422a41fe36d7c778497eba128f267618c4"},
+    {file = "diff_cover-9.1.0.tar.gz", hash = "sha256:c6c9f7f1eacd9019d118cafb75908445caa41a79f65f36f9f506c9626dbcbc70"},
 ]
 
 [package.dependencies]
@@ -506,13 +582,13 @@ files = [
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.0"
+version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "exceptiongroup-1.2.0-py3-none-any.whl", hash = "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14"},
-    {file = "exceptiongroup-1.2.0.tar.gz", hash = "sha256:91f5c769735f051a4290d52edd0858999b57e5876e9f85937691bd4c9fa3ed68"},
+    {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
+    {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
 ]
 
 [package.extras]
@@ -520,18 +596,18 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "filelock"
-version = "3.13.1"
+version = "3.15.4"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "filelock-3.13.1-py3-none-any.whl", hash = "sha256:57dbda9b35157b05fb3e58ee91448612eb674172fab98ee235ccb0b5bee19a1c"},
-    {file = "filelock-3.13.1.tar.gz", hash = "sha256:521f5f56c50f8426f5e03ad3b281b490a87ef15bc6c526f168290f0c7148d44e"},
+    {file = "filelock-3.15.4-py3-none-any.whl", hash = "sha256:6ca1fffae96225dab4c6eaf1c4f4f28cd2568d3ec2a44e15a08520504de468e7"},
+    {file = "filelock-3.15.4.tar.gz", hash = "sha256:2207938cbc1844345cb01a5a95524dae30f0ce089eba5b00378295a17e3e90cb"},
 ]
 
 [package.extras]
-docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.24)"]
-testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)"]
+docs = ["furo (>=2023.9.10)", "sphinx (>=7.2.6)", "sphinx-autodoc-typehints (>=1.25.2)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.3.2)", "diff-cover (>=8.0.1)", "pytest (>=7.4.3)", "pytest-asyncio (>=0.21)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)", "pytest-timeout (>=2.2)", "virtualenv (>=20.26.2)"]
 typing = ["typing-extensions (>=4.8)"]
 
 [[package]]
@@ -563,13 +639,13 @@ files = [
 
 [[package]]
 name = "identify"
-version = "2.5.35"
+version = "2.6.0"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "identify-2.5.35-py2.py3-none-any.whl", hash = "sha256:c4de0081837b211594f8e877a6b4fad7ca32bbfc1a9307fdd61c28bfe923f13e"},
-    {file = "identify-2.5.35.tar.gz", hash = "sha256:10a7ca245cfcd756a554a7288159f72ff105ad233c7c4b9c6f0f4d108f5f6791"},
+    {file = "identify-2.6.0-py2.py3-none-any.whl", hash = "sha256:e79ae4406387a9d300332b5fd366d8994f1525e8414984e1a59e058b2eda2dd0"},
+    {file = "identify-2.6.0.tar.gz", hash = "sha256:cb171c685bdc31bcc4c1734698736a7d5b6c8bf2e0c15117f4d469c8640ae5cf"},
 ]
 
 [package.extras]
@@ -607,13 +683,13 @@ testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs
 
 [[package]]
 name = "importlib-resources"
-version = "6.1.1"
+version = "6.4.0"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "importlib_resources-6.1.1-py3-none-any.whl", hash = "sha256:e8bf90d8213b486f428c9c39714b920041cb02c184686a3dee24905aaa8105d6"},
-    {file = "importlib_resources-6.1.1.tar.gz", hash = "sha256:3893a00122eafde6894c59914446a512f728a0c1a45f9bb9b63721b6bacf0b4a"},
+    {file = "importlib_resources-6.4.0-py3-none-any.whl", hash = "sha256:50d10f043df931902d4194ea07ec57960f66a80449ff867bfe782b4c486ba78c"},
+    {file = "importlib_resources-6.4.0.tar.gz", hash = "sha256:cdb2b453b8046ca4e3798eb1d84f3cce1446a0e8e7b5ef4efb600f19fc398145"},
 ]
 
 [package.dependencies]
@@ -621,7 +697,7 @@ zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
 
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy (>=0.9.1)", "pytest-ruff", "zipp (>=3.17)"]
+testing = ["jaraco.test (>=5.4)", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)", "zipp (>=3.17)"]
 
 [[package]]
 name = "iniconfig"
@@ -650,20 +726,20 @@ six = "*"
 
 [[package]]
 name = "jaraco-classes"
-version = "3.3.1"
+version = "3.4.0"
 description = "Utility functions for Python class constructs"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jaraco.classes-3.3.1-py3-none-any.whl", hash = "sha256:86b534de565381f6b3c1c830d13f931d7be1a75f0081c57dff615578676e2206"},
-    {file = "jaraco.classes-3.3.1.tar.gz", hash = "sha256:cb28a5ebda8bc47d8c8015307d93163464f9f2b91ab4006e09ff0ce07e8bfb30"},
+    {file = "jaraco.classes-3.4.0-py3-none-any.whl", hash = "sha256:f662826b6bed8cace05e7ff873ce0f9283b5c924470fe664fff1c2f00f581790"},
+    {file = "jaraco.classes-3.4.0.tar.gz", hash = "sha256:47a024b51d0239c0dd8c8540c6c7f484be3b8fcf0b2d85c13825780d3b3f3acd"},
 ]
 
 [package.dependencies]
 more-itertools = "*"
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
@@ -683,13 +759,13 @@ trio = ["async_generator", "trio"]
 
 [[package]]
 name = "jinja2"
-version = "3.1.3"
+version = "3.1.4"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "Jinja2-3.1.3-py3-none-any.whl", hash = "sha256:7d6d50dd97d52cbc355597bd845fabfbac3f551e1f99619e39a35ce8c370b5fa"},
-    {file = "Jinja2-3.1.3.tar.gz", hash = "sha256:ac8bd6544d4bb2c9792bf3a159e80bba8fda7f07e81bc3aed565432d5925ba90"},
+    {file = "jinja2-3.1.4-py3-none-any.whl", hash = "sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d"},
+    {file = "jinja2-3.1.4.tar.gz", hash = "sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369"},
 ]
 
 [package.dependencies]
@@ -700,13 +776,13 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "jinja2-simple-tags"
-version = "0.5.0"
+version = "0.6.1"
 description = "Base classes for quick-and-easy template tag development"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "jinja2-simple-tags-0.5.0.tar.gz", hash = "sha256:59c27096e337ed735c761a3fbbac57bd44913beaaadafdf0dfd450bcd4f7724e"},
-    {file = "jinja2_simple_tags-0.5.0-py2.py3-none-any.whl", hash = "sha256:131cbc95eaed329be390509dcfd9d8d91231a66b27ef2259c76f1d19148cef95"},
+    {file = "jinja2-simple-tags-0.6.1.tar.gz", hash = "sha256:54abf83883dcd13f8fd2ea2c42feeea8418df3640907bd5251dec5e25a6af0e3"},
+    {file = "jinja2_simple_tags-0.6.1-py2.py3-none-any.whl", hash = "sha256:7b7cfa92f6813a1e0f0b61b9efcab60e6793674753e1f784ff270542e80ae20f"},
 ]
 
 [package.dependencies]
@@ -724,13 +800,13 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.21.1"
+version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jsonschema-4.21.1-py3-none-any.whl", hash = "sha256:7996507afae316306f9e2290407761157c6f78002dcf7419acb99822143d1c6f"},
-    {file = "jsonschema-4.21.1.tar.gz", hash = "sha256:85727c00279f5fa6bedbe6238d2aa6403bedd8b4864ab11207d07df3cc1b2ee5"},
+    {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
+    {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
 ]
 
 [package.dependencies]
@@ -741,7 +817,7 @@ rpds-py = ">=0.7.1"
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
 name = "jsonschema-specifications"
@@ -759,13 +835,13 @@ referencing = ">=0.31.0"
 
 [[package]]
 name = "keyring"
-version = "23.13.1"
+version = "24.3.1"
 description = "Store and access your passwords safely."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "keyring-23.13.1-py3-none-any.whl", hash = "sha256:771ed2a91909389ed6148631de678f82ddc73737d85a927f382a8a1b157898cd"},
-    {file = "keyring-23.13.1.tar.gz", hash = "sha256:ba2e15a9b35e21908d0aaf4e0a47acc52d6ae33444df0da2b49d41a46ef6d678"},
+    {file = "keyring-24.3.1-py3-none-any.whl", hash = "sha256:df38a4d7419a6a60fea5cef1e45a948a3e8430dd12ad88b0f423c5c143906218"},
+    {file = "keyring-24.3.1.tar.gz", hash = "sha256:c3327b6ffafc0e8befbdb597cacdb4928ffe5c1212f7645f186e6d9957a898db"},
 ]
 
 [package.dependencies]
@@ -776,23 +852,23 @@ pywin32-ctypes = {version = ">=0.2.0", markers = "sys_platform == \"win32\""}
 SecretStorage = {version = ">=3.2", markers = "sys_platform == \"linux\""}
 
 [package.extras]
-completion = ["shtab"]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)"]
-testing = ["flake8 (<5)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)"]
+completion = ["shtab (>=1.1.0)"]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "leather"
-version = "0.3.4"
+version = "0.4.0"
 description = "Python charting for 80% of humans."
 optional = false
 python-versions = "*"
 files = [
-    {file = "leather-0.3.4-py2.py3-none-any.whl", hash = "sha256:5e741daee96e9f1e9e06081b8c8a10c4ac199301a0564cdd99b09df15b4603d2"},
-    {file = "leather-0.3.4.tar.gz", hash = "sha256:b43e21c8fa46b2679de8449f4d953c06418666dc058ce41055ee8a8d3bb40918"},
+    {file = "leather-0.4.0-py2.py3-none-any.whl", hash = "sha256:18290bc93749ae39039af5e31e871fcfad74d26c4c3ea28ea4f681f4571b3a2b"},
+    {file = "leather-0.4.0.tar.gz", hash = "sha256:f964bec2086f3153a6c16e707f20cb718f811f57af116075f4c0f4805c608b95"},
 ]
 
-[package.dependencies]
-six = ">=1.6.1"
+[package.extras]
+test = ["cssselect (>=0.9.1)", "lxml (>=3.6.0)", "pytest", "pytest-cov"]
 
 [[package]]
 name = "logbook"
@@ -825,13 +901,13 @@ zmq = ["pyzmq"]
 
 [[package]]
 name = "markdown"
-version = "3.5.2"
+version = "3.6"
 description = "Python implementation of John Gruber's Markdown."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "Markdown-3.5.2-py3-none-any.whl", hash = "sha256:d43323865d89fc0cb9b20c75fc8ad313af307cc087e84b657d9eec768eddeadd"},
-    {file = "Markdown-3.5.2.tar.gz", hash = "sha256:e1ac7b3dc550ee80e602e71c1d168002f062e49f1b11e26a36264dafd4df2ef8"},
+    {file = "Markdown-3.6-py3-none-any.whl", hash = "sha256:48f276f4d8cfb8ce6527c8f79e2ee29708508bf4d40aa410fbc3b4ee832c850f"},
+    {file = "Markdown-3.6.tar.gz", hash = "sha256:ed4f41f6daecbeeb96e576ce414c41d2d876daa9a16cb35fa8ed8c2ddfad0224"},
 ]
 
 [package.dependencies]
@@ -936,13 +1012,13 @@ files = [
 
 [[package]]
 name = "mashumaro"
-version = "3.12"
+version = "3.13.1"
 description = "Fast and well tested serialization library"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "mashumaro-3.12-py3-none-any.whl", hash = "sha256:bc4ab7ecaca106fcde706d77cef22816149285a10727b88141599855d4603e2f"},
-    {file = "mashumaro-3.12.tar.gz", hash = "sha256:bb4ff10aee689edff24f6ff369843e1a826193d396b449b86ef58489bfe40c83"},
+    {file = "mashumaro-3.13.1-py3-none-any.whl", hash = "sha256:ad0a162b8f4ea232dadd2891d77ff20165b855b9d84610f36ac84462d4576aa0"},
+    {file = "mashumaro-3.13.1.tar.gz", hash = "sha256:169f0290253b3e6077bcb39c14a9dd0791a3fdedd9e286e536ae561d4ff1975b"},
 ]
 
 [package.dependencies]
@@ -979,13 +1055,13 @@ files = [
 
 [[package]]
 name = "mike"
-version = "2.0.0"
+version = "2.1.2"
 description = "Manage multiple versions of your MkDocs-powered documentation"
 optional = false
 python-versions = "*"
 files = [
-    {file = "mike-2.0.0-py3-none-any.whl", hash = "sha256:87f496a65900f93ba92d72940242b65c86f3f2f82871bc60ebdcffc91fad1d9e"},
-    {file = "mike-2.0.0.tar.gz", hash = "sha256:566f1cab1a58cc50b106fb79ea2f1f56e7bfc8b25a051e95e6eaee9fba0922de"},
+    {file = "mike-2.1.2-py3-none-any.whl", hash = "sha256:d61d9b423ab412d634ca2bd520136d5114e3cc73f4bbd1aa6a0c6625c04918c0"},
+    {file = "mike-2.1.2.tar.gz", hash = "sha256:d59cc8054c50f9c8a046cfd47f9b700cf9ff1b2b19f420bd8812ca6f94fa8bd3"},
 ]
 
 [package.dependencies]
@@ -995,6 +1071,7 @@ jinja2 = ">=2.7"
 mkdocs = ">=1.0"
 pyparsing = ">=3.0"
 pyyaml = ">=5.1"
+pyyaml-env-tag = "*"
 verspec = "*"
 
 [package.extras]
@@ -1017,44 +1094,61 @@ six = ">=1.9.0,<2.0"
 
 [[package]]
 name = "mkdocs"
-version = "1.5.3"
+version = "1.6.0"
 description = "Project documentation with Markdown."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "mkdocs-1.5.3-py3-none-any.whl", hash = "sha256:3b3a78e736b31158d64dbb2f8ba29bd46a379d0c6e324c2246c3bc3d2189cfc1"},
-    {file = "mkdocs-1.5.3.tar.gz", hash = "sha256:eb7c99214dcb945313ba30426c2451b735992c73c2e10838f76d09e39ff4d0e2"},
+    {file = "mkdocs-1.6.0-py3-none-any.whl", hash = "sha256:1eb5cb7676b7d89323e62b56235010216319217d4af5ddc543a91beb8d125ea7"},
+    {file = "mkdocs-1.6.0.tar.gz", hash = "sha256:a73f735824ef83a4f3bcb7a231dcab23f5a838f88b7efc54a0eef5fbdbc3c512"},
 ]
 
 [package.dependencies]
 click = ">=7.0"
 colorama = {version = ">=0.4", markers = "platform_system == \"Windows\""}
 ghp-import = ">=1.0"
-importlib-metadata = {version = ">=4.3", markers = "python_version < \"3.10\""}
+importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
 jinja2 = ">=2.11.1"
-markdown = ">=3.2.1"
+markdown = ">=3.3.6"
 markupsafe = ">=2.0.1"
 mergedeep = ">=1.3.4"
+mkdocs-get-deps = ">=0.2.0"
 packaging = ">=20.5"
 pathspec = ">=0.11.1"
-platformdirs = ">=2.2.0"
 pyyaml = ">=5.1"
 pyyaml-env-tag = ">=0.1"
 watchdog = ">=2.0"
 
 [package.extras]
 i18n = ["babel (>=2.9.0)"]
-min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-import (==1.0)", "importlib-metadata (==4.3)", "jinja2 (==2.11.1)", "markdown (==3.2.1)", "markupsafe (==2.0.1)", "mergedeep (==1.3.4)", "packaging (==20.5)", "pathspec (==0.11.1)", "platformdirs (==2.2.0)", "pyyaml (==5.1)", "pyyaml-env-tag (==0.1)", "typing-extensions (==3.10)", "watchdog (==2.0)"]
+min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-import (==1.0)", "importlib-metadata (==4.4)", "jinja2 (==2.11.1)", "markdown (==3.3.6)", "markupsafe (==2.0.1)", "mergedeep (==1.3.4)", "mkdocs-get-deps (==0.2.0)", "packaging (==20.5)", "pathspec (==0.11.1)", "pyyaml (==5.1)", "pyyaml-env-tag (==0.1)", "watchdog (==2.0)"]
+
+[[package]]
+name = "mkdocs-get-deps"
+version = "0.2.0"
+description = "MkDocs extension that lists all dependencies according to a mkdocs.yml file"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "mkdocs_get_deps-0.2.0-py3-none-any.whl", hash = "sha256:2bf11d0b133e77a0dd036abeeb06dec8775e46efa526dc70667d8863eefc6134"},
+    {file = "mkdocs_get_deps-0.2.0.tar.gz", hash = "sha256:162b3d129c7fad9b19abfdcb9c1458a651628e4b1dea628ac68790fb3061c60c"},
+]
+
+[package.dependencies]
+importlib-metadata = {version = ">=4.3", markers = "python_version < \"3.10\""}
+mergedeep = ">=1.3.4"
+platformdirs = ">=2.2.0"
+pyyaml = ">=5.1"
 
 [[package]]
 name = "mkdocs-material"
-version = "9.5.10"
+version = "9.5.29"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "mkdocs_material-9.5.10-py3-none-any.whl", hash = "sha256:3c6c46b57d2ee3c8890e6e0406e68b6863cf65768f0f436990a742702d198442"},
-    {file = "mkdocs_material-9.5.10.tar.gz", hash = "sha256:6ad626dbb31070ebbaedff813323a16a406629620e04b96458f16e6e9c7008fe"},
+    {file = "mkdocs_material-9.5.29-py3-none-any.whl", hash = "sha256:afc1f508e2662ded95f0a35a329e8a5acd73ee88ca07ba73836eb6fcdae5d8b4"},
+    {file = "mkdocs_material-9.5.29.tar.gz", hash = "sha256:3e977598ec15a4ddad5c4dfc9e08edab6023edb51e88f0729bd27be77e3d322a"},
 ]
 
 [package.dependencies]
@@ -1062,7 +1156,7 @@ babel = ">=2.10,<3.0"
 colorama = ">=0.4,<1.0"
 jinja2 = ">=3.0,<4.0"
 markdown = ">=3.2,<4.0"
-mkdocs = ">=1.5.3,<1.6.0"
+mkdocs = ">=1.6,<2.0"
 mkdocs-material-extensions = ">=1.3,<2.0"
 paginate = ">=0.5,<1.0"
 pygments = ">=2.16,<3.0"
@@ -1105,78 +1199,78 @@ mkdocs = ">=1.4.1"
 
 [[package]]
 name = "more-itertools"
-version = "10.2.0"
+version = "10.3.0"
 description = "More routines for operating on iterables, beyond itertools"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "more-itertools-10.2.0.tar.gz", hash = "sha256:8fccb480c43d3e99a00087634c06dd02b0d50fbf088b380de5a41a015ec239e1"},
-    {file = "more_itertools-10.2.0-py3-none-any.whl", hash = "sha256:686b06abe565edfab151cb8fd385a05651e1fdf8f0a14191e4439283421f8684"},
+    {file = "more-itertools-10.3.0.tar.gz", hash = "sha256:e5d93ef411224fbcef366a6e8ddc4c5781bc6359d43412a65dd5964e46111463"},
+    {file = "more_itertools-10.3.0-py3-none-any.whl", hash = "sha256:ea6a02e24a9161e51faad17a8782b92a0df82c12c1c8886fec7f0c3fa1a1b320"},
 ]
 
 [[package]]
 name = "msgpack"
-version = "1.0.7"
+version = "1.0.8"
 description = "MessagePack serializer"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "msgpack-1.0.7-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:04ad6069c86e531682f9e1e71b71c1c3937d6014a7c3e9edd2aa81ad58842862"},
-    {file = "msgpack-1.0.7-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:cca1b62fe70d761a282496b96a5e51c44c213e410a964bdffe0928e611368329"},
-    {file = "msgpack-1.0.7-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e50ebce52f41370707f1e21a59514e3375e3edd6e1832f5e5235237db933c98b"},
-    {file = "msgpack-1.0.7-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4a7b4f35de6a304b5533c238bee86b670b75b03d31b7797929caa7a624b5dda6"},
-    {file = "msgpack-1.0.7-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:28efb066cde83c479dfe5a48141a53bc7e5f13f785b92ddde336c716663039ee"},
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-    {file = "msgpack-1.0.7-cp310-cp310-win_amd64.whl", hash = "sha256:a40821a89dc373d6427e2b44b572efc36a2778d3f543299e2f24eb1a5de65415"},
-    {file = "msgpack-1.0.7-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:576eb384292b139821c41995523654ad82d1916da6a60cff129c715a6223ea84"},
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 [[package]]
@@ -1199,27 +1293,38 @@ test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "nodeenv"
-version = "1.8.0"
+version = "1.9.1"
 description = "Node.js virtual environment builder"
 optional = false
-python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 files = [
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+    {file = "nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f"},
 ]
 
-[package.dependencies]
-setuptools = "*"
+[[package]]
+name = "ordered-set"
+version = "4.1.0"
+description = "An OrderedSet is a custom MutableSet that remembers its order, so that every"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.extras]
+dev = ["black", "mypy", "pytest"]
 
 [[package]]
 name = "packaging"
-version = "23.2"
+version = "24.1"
 description = "Core utilities for Python packages"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [[package]]
@@ -1256,39 +1361,40 @@ files = [
 
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-version = "0.11.2"
+version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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 ]
 
 [[package]]
 name = "platformdirs"
-version = "4.2.0"
-description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+version = "4.2.2"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
 files = [
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 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4.3)", "pytest-cov (>=4.1)", "pytest-mock (>=3.12)"]
+type = ["mypy (>=1.8)"]
 
 [[package]]
 name = "pluggy"
-version = "1.4.0"
+version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.extras]
@@ -1353,120 +1459,130 @@ files = [
 
 [[package]]
 name = "pycparser"
-version = "2.21"
+version = "2.22"
 description = "C parser in Python"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
+python-versions = ">=3.8"
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 ]
 
 [[package]]
 name = "pydantic"
-version = "2.6.1"
+version = "2.8.2"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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-pydantic-core = "2.16.2"
-typing-extensions = ">=4.6.1"
+pydantic-core = "2.20.1"
+typing-extensions = {version = ">=4.6.1", markers = "python_version < \"3.13\""}
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
 
 [[package]]
 name = "pydantic-core"
-version = "2.16.2"
-description = ""
+version = "2.20.1"
+description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.8"
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 [[package]]
 name = "pygments"
-version = "2.17.2"
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 [[package]]
@@ -1506,17 +1621,17 @@ tests = ["coverage[toml] (==5.0.4)", "pytest (>=6.0.0,<7.0.0)"]
 
 [[package]]
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 [[package]]
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 [[package]]
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 packaging = "*"
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@@ -1716,13 +1820,13 @@ pyyaml = "*"
 
 [[package]]
 name = "referencing"
-version = "0.33.0"
+version = "0.35.1"
 description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
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 name = "regex"
-version = "2023.12.25"
+version = "2024.5.15"
 description = "Alternative regular expression module, to replace re."
 optional = false
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 [[package]]
@@ -2070,22 +2160,6 @@ files = [
 cryptography = ">=2.0"
 jeepney = ">=0.6"
 
-[[package]]
-name = "setuptools"
-version = "69.1.0"
-description = "Easily download, build, install, upgrade, and uninstall Python packages"
-optional = false
-python-versions = ">=3.8"
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-[package.extras]
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-
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -2170,13 +2244,13 @@ files = [
 
 [[package]]
 name = "sqlfluff"
-version = "2.3.5"
+version = "3.1.0"
 description = "The SQL Linter for Humans"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2193,17 +2267,16 @@ regex = "*"
 tblib = "*"
 toml = {version = "*", markers = "python_version < \"3.11\""}
 tqdm = "*"
-typing-extensions = "*"
 
 [[package]]
 name = "sqlfluff-templater-dbt"
-version = "2.3.5"
+version = "3.1.0"
 description = "Lint your dbt project SQL"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2213,17 +2286,17 @@ markupsafe = "*"
 pydantic = "*"
 rich = "*"
 "ruamel.yaml" = "*"
-sqlfluff = "2.3.5"
+sqlfluff = "3.1.0"
 
 [[package]]
 name = "sqlparse"
-version = "0.5.0"
+version = "0.5.1"
 description = "A non-validating SQL parser."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -2276,13 +2349,13 @@ files = [
 
 [[package]]
 name = "tomlkit"
-version = "0.12.5"
+version = "0.13.0"
 description = "Style preserving TOML library"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -2307,13 +2380,24 @@ telegram = ["requests"]
 
 [[package]]
 name = "typing-extensions"
-version = "4.9.0"
+version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
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+
+[[package]]
+name = "tzdata"
+version = "2024.1"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+files = [
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 ]
 
 [[package]]
@@ -2348,13 +2432,13 @@ test = ["coverage", "flake8 (>=3.7)", "mypy", "pretend", "pytest"]
 
 [[package]]
 name = "virtualenv"
-version = "20.25.1"
+version = "20.26.3"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
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 platformdirs = ">=3.9.1,<5"
 
 [package.extras]
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 [[package]]
 name = "watchdog"
-version = "4.0.0"
+version = "4.0.1"
 description = "Filesystem events monitoring"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "watchdog-4.0.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:d10a681c9a1d5a77e75c48a3b8e1a9f2ae2928eda463e8d33660437705659682"},
+    {file = "watchdog-4.0.1-pp310-pypy310_pp73-macosx_10_9_x86_64.whl", hash = "sha256:0144c0ea9997b92615af1d94afc0c217e07ce2c14912c7b1a5731776329fcfc7"},
+    {file = "watchdog-4.0.1-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:998d2be6976a0ee3a81fb8e2777900c28641fb5bfbd0c84717d89bca0addcdc5"},
+    {file = "watchdog-4.0.1-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:e7921319fe4430b11278d924ef66d4daa469fafb1da679a2e48c935fa27af193"},
+    {file = "watchdog-4.0.1-pp38-pypy38_pp73-macosx_11_0_arm64.whl", hash = "sha256:f0de0f284248ab40188f23380b03b59126d1479cd59940f2a34f8852db710625"},
+    {file = "watchdog-4.0.1-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:bca36be5707e81b9e6ce3208d92d95540d4ca244c006b61511753583c81c70dd"},
+    {file = "watchdog-4.0.1-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:ab998f567ebdf6b1da7dc1e5accfaa7c6992244629c0fdaef062f43249bd8dee"},
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+    {file = "watchdog-4.0.1-py3-none-manylinux2014_armv7l.whl", hash = "sha256:4513ec234c68b14d4161440e07f995f231be21a09329051e67a2118a7a612d2d"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_i686.whl", hash = "sha256:4107ac5ab936a63952dea2a46a734a23230aa2f6f9db1291bf171dac3ebd53c6"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_ppc64.whl", hash = "sha256:6e8c70d2cd745daec2a08734d9f63092b793ad97612470a0ee4cbb8f5f705c57"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_ppc64le.whl", hash = "sha256:f27279d060e2ab24c0aa98363ff906d2386aa6c4dc2f1a374655d4e02a6c5e5e"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_s390x.whl", hash = "sha256:f8affdf3c0f0466e69f5b3917cdd042f89c8c63aebdb9f7c078996f607cdb0f5"},
+    {file = "watchdog-4.0.1-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ac7041b385f04c047fcc2951dc001671dee1b7e0615cde772e84b01fbf68ee84"},
+    {file = "watchdog-4.0.1-py3-none-win32.whl", hash = "sha256:206afc3d964f9a233e6ad34618ec60b9837d0582b500b63687e34011e15bb429"},
+    {file = "watchdog-4.0.1-py3-none-win_amd64.whl", hash = "sha256:7577b3c43e5909623149f76b099ac49a1a01ca4e167d1785c76eb52fa585745a"},
+    {file = "watchdog-4.0.1-py3-none-win_ia64.whl", hash = "sha256:d7b9f5f3299e8dd230880b6c55504a1f69cf1e4316275d1b215ebdd8187ec88d"},
+    {file = "watchdog-4.0.1.tar.gz", hash = "sha256:eebaacf674fa25511e8867028d281e602ee6500045b57f43b08778082f7f8b44"},
 ]
 
 [package.extras]
@@ -2409,20 +2496,20 @@ watchmedo = ["PyYAML (>=3.10)"]
 
 [[package]]
 name = "zipp"
-version = "3.17.0"
+version = "3.19.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.17.0-py3-none-any.whl", hash = "sha256:0e923e726174922dce09c53c59ad483ff7bbb8e572e00c7f7c46b88556409f31"},
-    {file = "zipp-3.17.0.tar.gz", hash = "sha256:84e64a1c28cf7e91ed2078bb8cc8c259cb19b76942096c8d7b84947690cabaf0"},
+    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
+    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (<7.2.5)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.13"
-content-hash = "62b89d513925a4b982b4565da0d1a6e00d9274da458128a3f00b89cf2ecfe1f6"
+content-hash = "fa70d19a3258f6829d6e63414fcdc948b8e73100aef2075c46dd77a4155c071e"
diff --git a/pyproject.toml b/pyproject.toml
index 425d321..89e5e9b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -23,8 +23,8 @@ dbt-snowflake = "^1.7.0"
 [tool.poetry.dev-dependencies]
 pre-commit = "^2.17.0"
 poethepoet = "^0.16.4"
-sqlfluff = "^2.3.5"
-sqlfluff-templater-dbt = "^2.3.5"
+sqlfluff = "^3.0.0"
+sqlfluff-templater-dbt = "^3.0.0"
 mkdocs = "^1.5.3"
 mkdocs-material = "^9.4.8"
 mkdocs-minify-plugin = "^0.7.1"

From 159185419cc58f54d86c08af828fa3a9d704b3bc Mon Sep 17 00:00:00 2001
From: Dat Nguyen <dat@infinitelambda>
Date: Wed, 17 Jul 2024 09:30:04 +0700
Subject: [PATCH 6/8] chore:  fix ci missing profiles

---
 .github/workflows/ci-pr.yml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/.github/workflows/ci-pr.yml b/.github/workflows/ci-pr.yml
index ced74dd..b775e2d 100644
--- a/.github/workflows/ci-pr.yml
+++ b/.github/workflows/ci-pr.yml
@@ -26,6 +26,8 @@ jobs:
           poetry config installer.max-workers 1
           poetry config virtualenvs.in-project true
           poetry install
+          mkdir ~/.dbt
+          cp integration_tests/ci/ci.profiles.yml ~/.dbt/profiles.yml
 
       - name: Code Quality
         run: |

From cd366f7be8c2287b9abfeaf3011db4d203be5f9b Mon Sep 17 00:00:00 2001
From: Dat Nguyen <dat@infinitelambda>
Date: Wed, 17 Jul 2024 13:13:47 +0700
Subject: [PATCH 7/8] fix: unapply and drop macros

---
 macros/apply-tags/unapply_mps_from_tags.sql | 2 +-
 macros/resources/tags/drop_tags.sql         | 4 ++--
 macros/resources/tags/drop_tags.yml         | 2 +-
 3 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/macros/apply-tags/unapply_mps_from_tags.sql b/macros/apply-tags/unapply_mps_from_tags.sql
index 527d744..7214cdd 100644
--- a/macros/apply-tags/unapply_mps_from_tags.sql
+++ b/macros/apply-tags/unapply_mps_from_tags.sql
@@ -6,7 +6,7 @@
 {% macro default__unapply_mps_from_tags(ns=none, debug=False) %}
 
   {% set ns = ns or dbt_tags.get_resource_ns() %}
-  {% set tags = dbt_tags.get_adapter_tags(ns=ns) %}
+  {% set tags = dbt_tags.get_dbt_tags(debug=debug) %}
   {% set column_tags = [] %}
   {% set policy_data_types_list = var('dbt_tags__policy_data_types', none) -%}
 
diff --git a/macros/resources/tags/drop_tags.sql b/macros/resources/tags/drop_tags.sql
index 45f1797..64b317d 100644
--- a/macros/resources/tags/drop_tags.sql
+++ b/macros/resources/tags/drop_tags.sql
@@ -5,7 +5,7 @@
 {% macro default__drop_tags(debug=False) %}
 
   {% set ns = dbt_tags.get_resource_ns() %}
-  {% set adapter_tags = dbt_tags.get_adapter_tags(ns=ns) %}
+  {% set adapter_tags = dbt_tags.get_dbt_tags(debug=debug) %}
   {% set query -%}
 
     {% for item in adapter_tags %}
@@ -18,7 +18,7 @@
           alter tag {{ ns }}.{{ item.tag }} unset masking policy {{ ns }}.{{ item.tag }};
         {% endfor %}
       {%- endif -%}
-      drop tag {{ item }};
+      drop tag {{ item.tag }};
     {% endfor %}
 
   {%- endset %}
diff --git a/macros/resources/tags/drop_tags.yml b/macros/resources/tags/drop_tags.yml
index ea4d4f0..b22a3c2 100644
--- a/macros/resources/tags/drop_tags.yml
+++ b/macros/resources/tags/drop_tags.yml
@@ -8,7 +8,7 @@ macros:
 
       **Usage**:
       ```bash
-      dbt run-opertion drop_tags [--args '{debug: true}']
+      dbt run-operation drop_tags [--args '{debug: true}']
       ```
 
       **Permission**: Requires to have `APPLY MASKING POLICY` privileges on account:

From 6db2236198e194b693b60e902ac47ec5f10e18c6 Mon Sep 17 00:00:00 2001
From: Chris Boyles <cboyles1@rac.co.uk>
Date: Wed, 17 Jul 2024 09:16:37 +0100
Subject: [PATCH 8/8] fix: distinct on test models to remove duplicates

---
 .../behavior/verify_if_masking_policies_applied_correctly.sql  | 3 ++-
 .../behavior/verify_if_masking_policies_created_correctly.sql  | 3 ++-
 .../models/behavior/verify_if_tags_applied_correctly.sql       | 3 ++-
 3 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.sql b/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.sql
index 96303e8..e509ed0 100644
--- a/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.sql
+++ b/integration_tests/models/behavior/verify_if_masking_policies_applied_correctly.sql
@@ -93,7 +93,8 @@ adapter_tags as (
 
 )
 
-select  config.database_name || '.' || config.schema_name || '.' || config.masking_policy_name as masking_policy,
+select  distinct
+        config.database_name || '.' || config.schema_name || '.' || config.masking_policy_name as masking_policy,
         config.database_name || '.' || config.schema_name || '.' || config.tag as dbt_project_tag,
         actual.database_name || '.' || actual.schema_name || '.' || actual.tag as adapter_tag
 from      dbt_project_tags as config
diff --git a/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.sql b/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.sql
index c15e611..58a7911 100644
--- a/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.sql
+++ b/integration_tests/models/behavior/verify_if_masking_policies_created_correctly.sql
@@ -72,7 +72,8 @@ adapter_masking_policies as (
 
 )
 
-select  config.tag as tag,
+select  distinct
+        config.tag as tag,
         config.database_name || '.' || config.schema_name || '.' || config.masking_policy_name as dbt_project_masking_policy,
         actual.database_name || '.' || actual.schema_name || '.' || actual.masking_policy_name as adapter_masking_policy
 from      dbt_project_masking_policies as config
diff --git a/integration_tests/models/behavior/verify_if_tags_applied_correctly.sql b/integration_tests/models/behavior/verify_if_tags_applied_correctly.sql
index 9848a5f..c7b02ed 100644
--- a/integration_tests/models/behavior/verify_if_tags_applied_correctly.sql
+++ b/integration_tests/models/behavior/verify_if_tags_applied_correctly.sql
@@ -71,7 +71,8 @@ column_tag_references as (
 
 )
 
-select    config.model_name || '.' || config.column_name || ': ' || config.tag_name as config_tag_name,
+select    distinct
+          config.model_name || '.' || config.column_name || ': ' || config.tag_name as config_tag_name,
           config.tag_value as config_tag_value,
           actual.model_name || '.' || actual.column_name || ': ' || actual.tag_name as actual_tag_name,
           actual.tag_value as actual_tag_value