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WeRiot Django Timescale integration
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import logging | |
from django.contrib.gis.db.backends.postgis.base import \ | |
DatabaseWrapper as PostgisDBWrapper | |
from django.db import ProgrammingError | |
from .schema import TimescaleSchemaEditor | |
logger = logging.getLogger(__name__) | |
class DatabaseWrapper(PostgisDBWrapper): | |
SchemaEditorClass = TimescaleSchemaEditor | |
def prepare_database(self): | |
"""Prepare the configured database. | |
This is where we enable the `timescaledb` extension | |
if it isn't enabled yet.""" | |
super().prepare_database() | |
with self.cursor() as cursor: | |
try: | |
cursor.execute('CREATE EXTENSION IF NOT EXISTS timescaledb') | |
except ProgrammingError: # permission denied | |
logger.warning( | |
'Failed to create "timescaledb" extension. ' | |
'Usage of timescale capabilities might fail' | |
'If timescale is needed, make sure you are connected ' | |
'to the database as a superuser ' | |
'or add the extension manually.', | |
exc_info=True | |
) |
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from django.contrib.gis.db.backends.postgis.schema import PostGISSchemaEditor | |
from timescale.fields import TimescaleDateTimeField | |
class TimescaleSchemaEditor(PostGISSchemaEditor): | |
sql_add_hypertable = ( | |
"SELECT create_hypertable(" | |
"{table}, {partition_column}, " | |
"chunk_time_interval => interval {interval})" | |
) | |
sql_drop_primary_key = ( | |
'ALTER TABLE {table} ' | |
'DROP CONSTRAINT {pkey}' | |
) | |
def drop_primary_key(self, model): | |
""" | |
Hypertables can't partition if the primary key is not | |
the partition column. | |
So we drop the mandatory primary key django creates. | |
""" | |
db_table = model._meta.db_table | |
table = self.quote_name(db_table) | |
pkey = self.quote_name(f'{db_table}_pkey') | |
sql = self.sql_drop_primary_key.format(table=table, pkey=pkey) | |
self.execute(sql) | |
def create_hypertable(self, model, field): | |
""" | |
Create the hypertable with the partition column being the field. | |
""" | |
partition_column = self.quote_value(field.column) | |
interval = self.quote_value(field.interval) | |
table = self.quote_value(model._meta.db_table) | |
sql = self.sql_add_hypertable.format( | |
table=table, partition_column=partition_column, interval=interval | |
) | |
self.execute(sql) | |
def create_model(self, model): | |
super().create_model(model) | |
for field in model._meta.local_fields: | |
if not isinstance(field, TimescaleDateTimeField): | |
continue | |
self.drop_primary_key(model) | |
self.create_hypertable(model, field) |
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from django.db import models | |
class TimeBucket(models.Func): | |
function = 'time_bucket' | |
def __init__(self, expression, interval): | |
if not isinstance(interval, models.Value): | |
interval = models.Value(interval) | |
super().__init__(interval, expression) |
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from django.db.models import DateTimeField | |
class TimescaleDateTimeField(DateTimeField): | |
def __init__(self, *args, interval, **kwargs): | |
self.interval = interval | |
super().__init__(*args, **kwargs) | |
def deconstruct(self): | |
name, path, args, kwargs = super().deconstruct() | |
kwargs['interval'] = self.interval | |
return name, path, args, kwargs |
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