DB Modeling for PostgreSQL using the psycopg2 library
Project description
relations-psycopg2
DB Modeling for PostgreSQL using the psycopg2 library
Relations overall is designed to be a simple, straight forward, flexible DIL (data interface layer).
Quite different from other DIL's, it has the singular, microservice based purpose to:
- Create models with very little code, independent of backends
- Create CRUD API with a database backend from those models with very little code
- Create microservices to use those same models but with that CRUD API as the backend
Ya, that last one is kinda new I guess.
Say we create a service, composed of microservices, which in turn is to be consumed by other services made of microservices.
You should only need to define the model once. Your conceptual structure is the same, to the DB, the API, and anything using that API. You shouldn't have say that structure over and over. You shouldn't have to define CRUD endpoints over and over. That's so boring, tedious, and unnecessary.
Furthermore, the conceptual structure is based not the backend of what you've going to use at that moment of time (scaling matters) but on the relations, how the pieces interact. If you know the structure of the data, that's all you need to interact with the data.
So with Relations, Models and Fields are defined independent of any backend, which instead is set at runtime. So the API will use a DB, everything else will use that API.
This is just the PostgreSQL backend of models and what not.
Don't have great docs yet so I've included some of the unittests to show what's possible.
Example
define
import relations
import relations_psycopg2
# The source is a string, the backend of which is defined at runtime
class SourceModel(relations.Model):
SOURCE = "PsycoPg2Source"
class Simple(SourceModel):
id = int
name = str
class Plain(SourceModel):
ID = None # This table has no primary id field
simple_id = int
name = str
# This makes Simple a parent of Plain
relations.OneToMany(Simple, Plain)
class Meta(SourceModel):
id = int
name = str
flag = bool
spend = float
people = set # JSON storage
stuff = list # JSON stroage
things = dict, {"extract": "for__0____1"} # Extracts things["for"][0][-1] as a virtual column
push = str, {"inject": "stuff___1__relations.io____1"} # Injects this value into stuff[-1]["relations.io"]["1"]
def subnet_attr(values, value):
values["address"] = str(value)
min_ip = value[0]
max_ip = value[-1]
values["min_address"] = str(min_ip)
values["min_value"] = int(min_ip)
values["max_address"] = str(max_ip)
values["max_value"] = int(max_ip)
class Net(SourceModel):
id = int
ip = ipaddress.IPv4Address, { # The field type is that of a class, with the storage being JSON
"attr": {
"compressed": "address", # Storge compressed attr as address key in JSON
"__int__": "value" # Storge int() as value key in JSON
},
"init": "address", # Initilize with address from JSON
"titles": "address", # Use address from JSON as the how to list this field
"extract": {
"address": str, # Extract address as virtual column
"value": int # Extra value as virtual column
}
}
subnet = ipaddress.IPv4Network, {
"attr": subnet_attr,
"init": "address",
"titles": "address"
}
TITLES = "ip__address" # When listing, use ip["address"] as display value
INDEX = "ip__value" # Create an index on the virtual column ip __value
class Unit(SourceModel):
id = int
name = str, {"format": "fancy"}
class Test(SourceModel):
id = int
unit_id = int
name = str, {"format": "shmancy"}
class Case(SourceModel):
id = int
test_id = int
name = str
relations.OneToMany(Unit, Test)
relations.OneToOne(Test, Case)
# With this statement, all the above models now how this PostgreSQL database as a backend
self.source = relations_psycopg2.Source(
"PsycoPg2Source", "test_source", schema="test_source", user="postgres", pass="passwd")
)
# Simple.thy().define() = model definition independent of source
# self.source.define(Simple.thy().define()) = model definition for source (SQL in this case)
self.assertEqual(self.source.define(Simple.thy().define()),
"""CREATE TABLE IF NOT EXISTS "test_source"."simple" (
"id" BIGSERIAL,
"name" VARCHAR(255) NOT NULL,
PRIMARY KEY ("id")
);
CREATE UNIQUE INDEX "simple_name" ON "test_source"."simple" ("name");
""")
# Create the schema
self.source.connection.cursor().execute('CREATE SCHEMA "test_source"')
# Create tables in database from models
self.source.execute(Unit.define())
self.source.execute(Test.define())
self.source.execute(Case.define())
self.source.execute(Meta.define())
self.source.execute(Net.define())
create
simple = Simple("sure")
simple.plain.add("fine")
self.source.execute(Simple.define())
self.source.execute(Plain.define())
self.source.execute(Meta.define())
simple.create()
self.assertEqual(simple.id, 1)
self.assertEqual(simple._action, "update")
self.assertEqual(simple._record._action, "update")
self.assertEqual(simple.plain[0].simple_id, 1)
self.assertEqual(simple.plain._action, "update")
self.assertEqual(simple.plain[0]._record._action, "update")
cursor = self.source.connection.cursor()
cursor.execute("SELECT * FROM test_source.simple")
self.assertEqual(cursor.fetchone(), {"id": 1, "name": "sure"})
simples = Simple.bulk().add("ya").create()
self.assertEqual(simples._models, [])
cursor.execute("SELECT * FROM test_source.simple WHERE name='ya'")
self.assertEqual(cursor.fetchone(), {"id": 2, "name": "ya"})
cursor.execute("SELECT * FROM test_source.plain")
self.assertEqual(cursor.fetchone(), {"simple_id": 1, "name": "fine"})
model = Meta("yep", True, 3.50, {"tom", "mary"}, [1, None], {"for": [{"1": "yep"}]}, "sure").create()
cursor.execute("SELECT * FROM test_source.meta")
self.assertEqual(self.source.values_retrieve(model, cursor.fetchone()), {
"id": 1,
"name": "yep",
"flag": 1,
"spend": 3.50,
"people": ["mary", "tom"],
"stuff": [1, {"relations.io": {"1": "sure"}}],
"things": {"for": [{"1": "yep"}]},
"things__for__0____1": "yep"
})
cursor.close()
retrieve
self.source.execute(Unit.define())
self.source.execute(Test.define())
self.source.execute(Case.define())
self.source.execute(Meta.define())
self.source.execute(Net.define())
Unit([["stuff"], ["people"]]).create()
models = Unit.one(name__in=["people", "stuff"])
self.assertRaisesRegex(relations.ModelError, "unit: more than one retrieved", models.retrieve)
model = Unit.one(name="things")
self.assertRaisesRegex(relations.ModelError, "unit: none retrieved", model.retrieve)
self.assertIsNone(model.retrieve(False))
unit = Unit.one(name="people")
self.assertEqual(unit.id, 2)
self.assertEqual(unit._action, "update")
self.assertEqual(unit._record._action, "update")
unit.test.add("things")[0].case.add("persons")
unit.update()
model = Unit.many(test__name="things")
self.assertEqual(model.id, [2])
self.assertEqual(model[0]._action, "update")
self.assertEqual(model[0]._record._action, "update")
self.assertEqual(model[0].test[0].id, 1)
self.assertEqual(model[0].test[0].case.name, "persons")
model = Unit.many(like="p")
self.assertEqual(model.name, ["people"])
model = Test.many(like="p").retrieve()
self.assertEqual(model.name, ["things"])
self.assertFalse(model.overflow)
model = Test.many(like="p", _chunk=1).retrieve()
self.assertEqual(model.name, ["things"])
self.assertTrue(model.overflow)
Meta("yep", True, 1.1, {"tom"}, [1, None], {"a": 1}).create()
model = Meta.one(name="yep")
self.assertEqual(model.flag, True)
self.assertEqual(model.spend, 1.1)
self.assertEqual(model.people, {"tom"})
self.assertEqual(model.stuff, [1, {"relations.io": {"1": None}}])
self.assertEqual(model.things, {"a": 1})
self.assertEqual(Unit.many().name, ["people", "stuff"])
self.assertEqual(Unit.many().sort("-name").name, ["stuff", "people"])
self.assertEqual(Unit.many().sort("-name").limit(1, 1).name, ["people"])
self.assertEqual(Unit.many().sort("-name").limit(0).name, [])
self.assertEqual(Unit.many(name="people").limit(1).name, ["people"])
Meta("dive", people={"tom", "mary"}, stuff=[1, 2, 3, None], things={"a": {"b": [1, 2], "c": "sure"}, "4": 5, "for": [{"1": "yep"}]}).create()
model = Meta.many(people={"tom", "mary"})
self.assertEqual(model[0].name, "dive")
model = Meta.many(stuff=[1, 2, 3, {"relations.io": {"1": None}}])
self.assertEqual(model[0].name, "dive")
model = Meta.many(things={"a": {"b": [1, 2], "c": "sure"}, "4": 5, "for": [{"1": "yep"}]})
self.assertEqual(model[0].name, "dive")
model = Meta.many(stuff__1=2)
self.assertEqual(model[0].name, "dive")
model = Meta.many(things__a__b__0=1)
self.assertEqual(model[0].name, "dive")
model = Meta.many(things__a__c__like="su")
self.assertEqual(model[0].name, "dive")
model = Meta.many(things__a__d__null=True)
self.assertEqual(model[0].name, "dive")
model = Meta.many(things____4=5)
self.assertEqual(model[0].name, "dive")
model = Meta.many(things__a__b__0__gt=1)
self.assertEqual(len(model), 0)
model = Meta.many(things__a__c__notlike="su")
self.assertEqual(len(model), 0)
model = Meta.many(things__a__d__null=False)
self.assertEqual(len(model), 0)
model = Meta.many(things____4=6)
self.assertEqual(len(model), 0)
model = Meta.many(things__a__b__has=1)
self.assertEqual(len(model), 1)
model = Meta.many(things__a__b__has=3)
self.assertEqual(len(model), 0)
model = Meta.many(things__a__b__any=[1, 3])
self.assertEqual(len(model), 1)
model = Meta.many(things__a__b__any=[4, 3])
self.assertEqual(len(model), 0)
model = Meta.many(things__a__b__all=[2, 1])
self.assertEqual(len(model), 1)
model = Meta.many(things__a__b__all=[3, 2, 1])
self.assertEqual(len(model), 0)
model = Meta.many(people__has="mary")
self.assertEqual(len(model), 1)
model = Meta.many(people__has="dick")
self.assertEqual(len(model), 0)
model = Meta.many(people__any=["mary", "dick"])
self.assertEqual(len(model), 1)
model = Meta.many(people__any=["harry", "dick"])
self.assertEqual(len(model), 0)
model = Meta.many(people__all=["mary", "tom"])
self.assertEqual(len(model), 1)
model = Meta.many(people__all=["tom", "dick", "mary"])
self.assertEqual(len(model), 0)
Net(ip="1.2.3.4", subnet="1.2.3.0/24").create()
Net().create()
model = Net.many(like='1.2.3.')
self.assertEqual(model[0].ip.compressed, "1.2.3.4")
model = Net.many(ip__address__like='1.2.3.')
self.assertEqual(model[0].ip.compressed, "1.2.3.4")
model = Net.many(ip__value__gt=int(ipaddress.IPv4Address('1.2.3.0')))
self.assertEqual(model[0].ip.compressed, "1.2.3.4")
model = Net.many(subnet__address__like='1.2.3.')
self.assertEqual(model[0].ip.compressed, "1.2.3.4")
model = Net.many(subnet__min_value=int(ipaddress.IPv4Address('1.2.3.0')))
self.assertEqual(model[0].ip.compressed, "1.2.3.4")
model = Net.many(ip__address__notlike='1.2.3.')
self.assertEqual(len(model), 0)
model = Net.many(ip__value__lt=int(ipaddress.IPv4Address('1.2.3.0')))
self.assertEqual(len(model), 0)
model = Net.many(subnet__address__notlike='1.2.3.')
self.assertEqual(len(model), 0)
model = Net.many(subnet__max_value=int(ipaddress.IPv4Address('1.2.3.0')))
self.assertEqual(len(model), 0)
update
self.source.execute(Unit.define())
self.source.execute(Test.define())
self.source.execute(Case.define())
self.source.execute(Meta.define())
self.source.execute(Net.define())
Unit([["people"], ["stuff"]]).create()
unit = Unit.many(id=2).set(name="things")
self.assertEqual(unit.update(), 1)
unit = Unit.one(2)
unit.name = "thing"
unit.test.add("moar")
self.assertEqual(unit.update(), 1)
self.assertEqual(unit.name, "thing")
self.assertEqual(unit.test[0].id, 1)
self.assertEqual(unit.test[0].name, "moar")
Meta("yep", True, 1.1, {"tom"}, [1, None], {"a": 1}).create()
Meta.one(name="yep").set(flag=False, people=set(), stuff=[], things={}).update()
model = Meta.one(name="yep")
self.assertEqual(model.flag, False)
self.assertEqual(model.spend, 1.1)
self.assertEqual(model.people, set())
self.assertEqual(model.stuff, [])
self.assertEqual(model.things, {})
plain = Plain.one()
self.assertRaisesRegex(relations.ModelError, "plain: nothing to update from", plain.update)
ping = Net(ip="1.2.3.4", subnet="1.2.3.0/24").create()
pong = Net(ip="5.6.7.8", subnet="5.6.7.0/24").create()
Net.many().set(subnet="9.10.11.0/24").update()
self.assertEqual(Net.one(ping.id).subnet.compressed, "9.10.11.0/24")
self.assertEqual(Net.one(pong.id).subnet.compressed, "9.10.11.0/24")
Net.one(ping.id).set(ip="13.14.15.16").update()
self.assertEqual(Net.one(ping.id).ip.compressed, "13.14.15.16")
self.assertEqual(Net.one(pong.id).ip.compressed, "5.6.7.8")
delete
self.source.execute(Unit.define())
self.source.execute(Test.define())
self.source.execute(Case.define())
self.source.execute(Plain.define())
unit = Unit("people")
unit.test.add("stuff").add("things")
unit.create()
self.assertEqual(Test.one(id=2).delete(), 1)
self.assertEqual(len(Test.many()), 1)
self.assertEqual(Unit.one(1).test.delete(), 1)
self.assertEqual(Unit.one(1).retrieve().delete(), 1)
self.assertEqual(len(Unit.many()), 0)
self.assertEqual(len(Test.many()), 0)
self.assertEqual(Test.many().delete(), 0)
plain = Plain(0, "nope").create()
self.assertRaisesRegex(relations.ModelError, "plain: nothing to delete from", plain.delete)
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