redis-om-python/test.py
2021-08-30 18:08:07 -07:00

166 lines
3.6 KiB
Python

import decimal
import datetime
from typing import Optional, List
import redis
from pydantic import ValidationError
from redis_developer.orm import (
RedisModel,
Field,
Relationship,
)
# Declarative model classes
class BaseRedisModel(RedisModel):
class Meta:
database = redis.Redis(password="my-password", decode_responses=True)
model_key_prefix = "redis-developer:"
class Address(BaseRedisModel):
address_line_1: str
address_line_2: Optional[str]
city: str
country: str
postal_code: str
class Order(BaseRedisModel):
total: decimal.Decimal
currency: str
created_on: datetime.datetime
class Member(BaseRedisModel):
first_name: str
last_name: str
email: str = Field(unique=True, index=True)
join_date: datetime.date
# Creates an embedded document: stored as hash fields or JSON document.
address: Address
# Creates a relationship to data in separate Hash or JSON documents.
orders: Optional[List[Order]] = Relationship(back_populates='member')
# Creates a self-relationship.
recommended_by: Optional['Member'] = Relationship(back_populates='recommended')
class Meta(BaseRedisModel.Meta):
model_key_prefix = "member"
primary_key_pattern = ""
# Validation
address = Address(
address_line_1="1 Main St.",
city="Happy Town",
state="WY",
postal_code=11111,
country="USA"
)
# Raises ValidationError: last_name, address are required
try:
Member(
first_name="Andrew",
zipcode="97086",
join_date=datetime.date.today()
)
except ValidationError as e:
pass
# Raises ValidationError: join_date is not a date
try:
Member(
first_name="Andrew",
last_name="Brookins",
join_date="yesterday"
)
except ValidationError as e:
pass
# Passes validation
member = Member(
first_name="Andrew",
last_name="Brookins",
email="a@example.com",
address=address,
join_date=datetime.date.today()
)
exit()
# Save a model instance to Redis
address.save()
address2 = Address.get(address.pk)
assert address2 == address
exit()
# Save a model with relationships (TODO!)
member.save()
# Save many model instances to Redis
today = datetime.date.today()
members = [
Member(
first_name="Andrew",
last_name="Brookins",
email="a@example.com",
address=address,
join_date=today
),
Member(
first_name="Kim",
last_name="Brookins",
email="k@example.com",
address=address,
join_date=today
)
]
Member.add(members)
# Get a model instance from Redis using the primary key.
member = Member.get(1)
# Update a model instance in Redis
member.first_name = "Brian"
member.last_name = "Sam-Bodden"
member.save()
# Or, with an implicit save:
member.update(first_name="Brian", last_name="Sam-Bodden")
# Or, affecting multiple model instances with an implicit save:
Member.filter(Member.last_name == "Brookins").update(last_name="Sam-Bodden")
# Exact-value queries on indexed fields
# What if the field wasn't unique and there were two "a@example.com"
# entries? This would raise a MultipleObjectsReturned error:
member = Member.get(Member.email == "a.m.brookins@gmail.com")
# What if you know there might be multiple results? Use filter():
members = Member.filter(Member.last_name == "Brookins")
# What if you want to only return values that don't match a query?
members = Member.exclude(Member.last_name == "Brookins")
# You can combine filer() and exclude():
members = Member.filter(Member.last_name == "Brookins").exclude(
Member.first_name == "Andrew")