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@dedsm
Last active April 24, 2024 14:15
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WeRiot Django Timescale integration
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
)
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)
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)
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
@kmmbvnr
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kmmbvnr commented Dec 23, 2020

I've found a way to make django Autofield to be virtual, so django does not add it to queries. This makes possible to connect to timescale db, without database modifications

https://viewflow.medium.com/the-django-compositeforeignkey-field-get-access-to-a-legacy-database-without-altering-db-tables-74abc9868026

@dedsm
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Author

dedsm commented Dec 23, 2020

this gist and in consequence the django-timescaledb goes beyond accessing a preexisting table and you can create, and hopefully in a future be able to modify via migrations the details of the tables, along with some class helpers to help with the time series queries.

@kmmbvnr
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kmmbvnr commented Dec 23, 2020

@dedsm yep, removing pk constraint is the nice hack, but without virtual field django still requires to have uniq the id column on the table, that blocks django integration in case of timeseriesdb tables was used in another systems.

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