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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 |
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
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.
@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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This has been implemented in now in https://github.com/schlunsen/django-timescaledb