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Add collections migrations between instances #40

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3 changes: 3 additions & 0 deletions .gitignore
Original file line number Diff line number Diff line change
Expand Up @@ -95,3 +95,6 @@ gen
# virtual environment
venv/
.venv/

collab.json
password.txt
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Do we really need those two specific files to be ignored ?

271 changes: 271 additions & 0 deletions commands/collection_migrator.py
Original file line number Diff line number Diff line change
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import argparse
import json
import sys
import os
import logging

sys.path.insert(1, os.path.join(sys.path[0], '..'))

from metabasepy import Client, RequestException

logger = logging.getLogger(__name__)

ENVIRONMENTS = ["test"]

class ConfigurationException(Exception):
def __init__(self, msg=None, *args, **kwargs):
Exception.__init__(self, msg, *args, **kwargs)


class InvalidCardException(Exception):
def __init__(self, msg=None, *args, **kwargs):
Exception.__init__(self, msg, *args, **kwargs)


class CollectionException(Exception):
def __init__(self, msg=None, *args, **kwargs):
Exception.__init__(self, msg, *args, **kwargs)


def migrate_collection(source_client: Client, destination_client: Client, collection_id: int, env: str):
source_collection_name = source_client.collections.get(collection_id)['name']
destination_collection_id = destination_client.collections.post(
name=f"{source_collection_name} {env.capitalize()}"
)['id']
collection_items = source_client.collections.items(collection_id=collection_id)

for item in collection_items:
if item['model'] == 'dashboard':
dashboard_id = item['id']
dashboard_name = item['name']
print('Copying the dashboard "{}" ...'.format(dashboard_name))
copy_dashboard(
source_dashboard_id=dashboard_id,
destination_collection_id=destination_collection_id,
destination_dashboard_name=dashboard_name,
)

def migrate_metrics(source_client: Client, destination_client: Client, env: str):
print(f"Migrating metrics for env {env}")
source_metrics = source_client.metrics.get()
destination_metrics = destination_client.metrics.get()
for metric in source_metrics:
destination_table_id = get_destination_table_id(metric["table_id"])
metric["table_id"] = destination_table_id
metric["definition"]["source-table"] = destination_table_id
metric_query = metric["definition"]["aggregation"]
map_query(metric_query)
metric["name"] = f'{metric["name"]} {env.capitalize()}'
# if metric["name"] not in [destination_metric['name'] for destination_metric in destination_metrics]:
destination_client.metrics.post(**metric)



def get_destination_table_id(source_table_id):
source_table = source_client.tables.get(source_table_id)
table_name = source_table['name']
destination_table = destination_client.tables.get_by_name_and_schema(table_name, f"dbt_{env}")
return destination_table['id']

def copy_dashboard(
source_dashboard_id,
destination_dashboard_name,
destination_collection_id,
):
source_dashboard = source_client.dashboards.get(source_dashboard_id)
source_dashboard["collection_id"] = destination_collection_id
dup_dashboard_id = destination_client.dashboards.post(**source_dashboard)
parameters = {"parameters": source_dashboard["parameters"]}
destination_client.dashboards.put(dup_dashboard_id, **parameters)

for card in source_dashboard['ordered_cards']:
card_id = card["card_id"]
if card_id is not None:
card_id = copy_card(source_card_id=card_id, destination_collection_id=destination_collection_id)["id"]

dashboard_card_id = destination_client.dashboards.post_cards(dup_dashboard_id, card_id)
source_parameters_mappings = card["parameter_mappings"]
card["parameter_mappings"] = prepare_parameters_mapping(source_parameters_mappings, card_id)
destination_client.dashboards.put_cards(dup_dashboard_id, dashboard_card_id, card)

return dup_dashboard_id

def prepare_parameters_mapping(card_parameter_mappings: list, destination_card_id):
for parameter_mapping in card_parameter_mappings:
parameter_mapping["card_id"] = destination_card_id
map_query(parameter_mapping["target"])
return card_parameter_mappings

def copy_card(
source_card_id,
destination_collection_id,
):

source_card = source_client.cards.get(source_card_id)
source_card['collection_id'] = destination_collection_id

if source_card.get('description') == '':
source_card['description'] = None

# Save as a new card
res = create_card(custom_json=source_card, collection_id=destination_collection_id)

# Return the id of the created card
return res


def create_card(collection_id=None, custom_json=None):

if not custom_json:
raise ValueError
assert type(custom_json) == dict
# Check whether the provided json has the required info or not
is_complete_json = True
for item in ['name', 'dataset_query', 'display']:
if item not in custom_json:
is_complete_json = False
print('The provided json is detected as partial.')
break

# Fix for the issue #10
if custom_json.get('description') == '':
custom_json['description'] = None

# Set the collection
if collection_id == "root":
custom_json['collection_id'] = None
elif collection_id:
custom_json['collection_id'] = collection_id


if is_complete_json:
if 'visualization_settings' not in custom_json:
custom_json['visualization_settings'] = {}

source_table = source_client.tables.get(custom_json["table_id"])
source_table_fields = source_client.tables.fields(custom_json["table_id"])

destination_table = destination_client.tables.get_by_name_and_schema(source_table['name'], f"dbt_{env}")
if not destination_table:
raise ValueError(f"There is no such table in destination bigquery - {source_table['name']}")

destination_table_id = destination_table["id"]
destination_table_database = destination_table['db_id']
custom_json_query = custom_json["dataset_query"]["query"]
map_query(custom_json_query)
custom_json["table_id"] = destination_table_id
custom_json["dataset_query"]["query"]["source-table"] = destination_table_id
custom_json["dataset_query"]["database"] = destination_table_database

res = destination_client.cards.post(json=custom_json)
if res and not res.get('error'):
print(f'The card {res["name"]} was created successfully.')
return res
else:
print('Card Creation Failed.\n', res)
return res
raise ValueError("card cannot be created")


def map_query(query):
query_type_index = 0
field_id_index = 1
fk_field_index = 2
if isinstance(query, dict):
query = query.values()
for field in query:

if type(field) not in (list, dict):
continue

if type(field) == list and field[query_type_index] == 'field':
source_field_id = field[field_id_index]
destination_field_id = get_destination_field_id(source_field_id)
field[field_id_index] = destination_field_id
update_destination_field(source_field_id, destination_field_id)
fk_field_id = field[fk_field_index]
if fk_field_id and "source-field" in fk_field_id:
fk_field_id["source-field"] = get_destination_field_id(fk_field_id["source-field"])

elif type(field) == list and field[query_type_index] == 'metric':
source_metric_id = field[field_id_index]
destination_metric_id = get_destination_metric_id(source_metric_id)
field[field_id_index] = destination_metric_id

map_query(field)

return


def get_destination_metric_id(source_metric_id):
source_metric = source_client.metrics.get(source_metric_id)
source_table_id = source_metric["definition"]["source-table"]
source_table = source_client.tables.get(source_table_id)
destination_table = destination_client.tables.get_by_name_and_schema(source_table['name'], f"dbt_{env}")
destination_metric_id = destination_client.metrics.get_by_name_and_table_id(f'{source_metric["name"]} {env.capitalize()}', destination_table['id'])["id"]
return destination_metric_id

def get_destination_field_id(source_field_id):
source_field = source_client.fields.get(source_field_id)
source_table_id = source_field["table_id"]
source_table = source_client.tables.get(source_table_id)
destination_table = destination_client.tables.get_by_name_and_schema(source_table['name'], f"dbt_{env}")
if not destination_table:
raise ValueError(f"There is no such table in destination bigquery - {source_table['name']}")
destination_table_id = destination_table["id"]
destination_table_fields = destination_client.tables.fields(destination_table_id)
destination_table_names = {field['name']:field['id'] for field in destination_table_fields}
return destination_table_names[source_field['name']]

def update_destination_field(source_field_id, destination_field_id):
source_field = source_client.fields.get(source_field_id)
source_field['id'] = destination_field_id
source_field.pop('table_id')
if source_field.get("fk_target_field_id"):
source_field["fk_target_field_id"] = get_destination_field_id(source_field["fk_target_field_id"])
destination_client.fields.put(destination_field_id, **source_field)


if __name__ == '__main__':
parser = argparse.ArgumentParser(
prog="metabase_query_migrator",
usage="migrator -c /your/config/file/path.json",
description="Copy / move sql queries from one "
"metabase server to another"
)

parser.add_argument('--configuration', '-c',
dest='configuration_file_path',
type=str,
required=True,
help='configuration file path for credentials of '
'destination & source metabase servers'
)
args = parser.parse_args()

with open(args.configuration_file_path, 'r') as config_file:
configuration = json.load(config_file)

source = configuration.get('source')
destination = configuration.get('destination')

source_client = Client(**source)
destination_client = Client(**destination)

source_client.authenticate()
destination_client.authenticate()

collection_id = configuration.get("source_collection_id", "root")

for env in ENVIRONMENTS:
tables_ids = [table["id"] for table in source_client.tables.get() if table['schema'] == f"dbt_{env}"]
for table_id in tables_ids:
source_fields = source_client.tables.fields(table_id)
for source_field in source_fields:
try:
destination_field_id = get_destination_field_id(source_field["id"])
except ValueError:
continue
update_destination_field(source_field['id'], destination_field_id)
migrate_metrics(source_client=source_client, destination_client=destination_client, env=env)
migrate_collection(source_client=source_client, destination_client=destination_client, collection_id=collection_id, env=env)
47 changes: 47 additions & 0 deletions commands/delete_all_cards.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,47 @@
from pydoc import cli
from metabasepy import Client, RequestException
import json
import argparse
from os.path import exists


def delete_cards(client):
cards = client.cards.get()
card_ids = [card['id'] for card in cards]
for card_id in card_ids:
client.cards.delete(card_id)


if __name__ == '__main__':
parser = argparse.ArgumentParser(
prog="metabase_query_migrator",
usage="migrator -c /your/config/file/path.json",
description="Copy / move sql queries from one "
"metabase server to another"
)

parser.add_argument('--configuration', '-c',
dest='configuration_file_path',
type=str,
required=True,
help='configuration file path for credentials of '
'destination & source metabase servers'
)
args = parser.parse_args()

credentials = []
with open(args.configuration_file_path, 'r') as config_file:
configuration = json.load(config_file)

source = configuration.get('source')
destination = configuration.get('destination')

source_client = Client(**source)
destination_client = Client(**destination)

source_client.authenticate()
destination_client.authenticate()

collection_id = configuration.get("source_collection_id", "root")

delete_cards(client=destination_client)
38 changes: 38 additions & 0 deletions commands/setup.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,38 @@
from metabasepy import Client, RequestException
import os
from os.path import exists
from dotenv import load_dotenv

dotenv_path = '.env'
if not os.path.isfile(dotenv_path):
raise RuntimeError('Missing .env file with credentials; '
'ask maintainer for one '
'or create and populate .env file manually')
load_dotenv(dotenv_path)

BASE_URL = os.getenv("METABASE_BASE_URI")
ADMIN_EMAIL = os.getenv("NOCO_ADMIN_EMAIL")
ADMIN_PASSWORD = os.getenv("NOCO_ADMIN_PASSWORD")
GOOGLE_CREDENTIALS = os.getenv("TARGET_BIGQUERY_CREDENTIALS_PATH")
SMTP_HOST=os.getenv("SMTP_HOST")
SMTP_PORT=os.getenv("SMTP_PORT")
SMTP_SECURITY=os.getenv("SMTP_SECURITY")
SMTP_USERNAME=os.getenv("SMTP_USERNAME")
SMTP_PASSWORD=os.getenv("SMTP_PASSWORD")
SMTP_FROM_NAME=os.getenv("SMTP_FROM_NAME")
SMTP_FROM_ADDRESS=os.getenv("SMTP_FROM_ADDRESS")


client = Client(username=ADMIN_EMAIL, password=ADMIN_PASSWORD, base_url=BASE_URL)

client.setup(path_to_cred_file=GOOGLE_CREDENTIALS)
client.authenticate()
client.setup_email(
SMTP_HOST,
SMTP_PORT,
SMTP_SECURITY,
SMTP_USERNAME,
SMTP_PASSWORD,
SMTP_FROM_NAME,
SMTP_FROM_ADDRESS
)
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