redis-om-python/tests/test_json_model.py
2021-10-20 23:24:31 -07:00

571 lines
17 KiB
Python

import abc
import datetime
import decimal
from collections import namedtuple
from typing import List, Optional
from unittest import mock
import pytest
import redis
from pydantic import ValidationError
from redis_developer.model import EmbeddedJsonModel, Field, JsonModel
from redis_developer.model.migrations.migrator import Migrator
from redis_developer.model.model import (
NotFoundError,
QueryNotSupportedError,
RedisModelError,
)
today = datetime.date.today()
@pytest.fixture
def m(key_prefix):
class BaseJsonModel(JsonModel, abc.ABC):
class Meta:
global_key_prefix = key_prefix
class Note(EmbeddedJsonModel):
# TODO: This was going to be a full-text search example, but
# we can't index embedded documents for full-text search in
# the preview release.
description: str = Field(index=True)
created_on: datetime.datetime
class Address(EmbeddedJsonModel):
address_line_1: str
address_line_2: Optional[str]
city: str = Field(index=True)
state: str
country: str
postal_code: str = Field(index=True)
note: Optional[Note]
class Item(EmbeddedJsonModel):
price: decimal.Decimal
name: str = Field(index=True)
class Order(EmbeddedJsonModel):
items: List[Item]
created_on: datetime.datetime
class Member(BaseJsonModel):
first_name: str = Field(index=True)
last_name: str = Field(index=True)
email: str = Field(index=True)
join_date: datetime.date
age: int = Field(index=True)
bio: Optional[str] = Field(index=True, full_text_search=True, default="")
# Creates an embedded model.
address: Address
# Creates an embedded list of models.
orders: Optional[List[Order]]
Migrator().run()
return namedtuple('Models', ['BaseJsonModel', 'Note', 'Address', 'Item', 'Order', 'Member'])(
BaseJsonModel, Note, Address, Item, Order, Member)
@pytest.fixture()
def address(m):
yield m.Address(
address_line_1="1 Main St.",
city="Portland",
state="OR",
country="USA",
postal_code=11111,
)
@pytest.fixture()
def members(address, m):
member1 = m.Member(
first_name="Andrew",
last_name="Brookins",
email="a@example.com",
age=38,
join_date=today,
address=address,
)
member2 = m.Member(
first_name="Kim",
last_name="Brookins",
email="k@example.com",
age=34,
join_date=today,
address=address,
)
member3 = m.Member(
first_name="Andrew",
last_name="Smith",
email="as@example.com",
age=100,
join_date=today,
address=address,
)
member1.save()
member2.save()
member3.save()
yield member1, member2, member3
def test_validates_required_fields(address, m):
# Raises ValidationError address is required
with pytest.raises(ValidationError):
m.Member(
first_name="Andrew",
last_name="Brookins",
zipcode="97086",
join_date=today,
)
def test_validates_field(address, m):
# Raises ValidationError: join_date is not a date
with pytest.raises(ValidationError):
m.Member(
first_name="Andrew",
last_name="Brookins",
join_date="yesterday",
address=address,
)
# Passes validation
def test_validation_passes(address, m):
member = m.Member(
first_name="Andrew",
last_name="Brookins",
email="a@example.com",
join_date=today,
age=38,
address=address,
)
assert member.first_name == "Andrew"
def test_saves_model_and_creates_pk(address, m):
member = m.Member(
first_name="Andrew",
last_name="Brookins",
email="a@example.com",
join_date=today,
age=38,
address=address,
)
# Save a model instance to Redis
member.save()
member2 = m.Member.get(member.pk)
assert member2 == member
assert member2.address == address
@pytest.mark.skip("Not implemented yet")
def test_saves_many(address, m):
members = [
m.Member(
first_name="Andrew",
last_name="Brookins",
email="a@example.com",
join_date=today,
address=address,
age=38,
),
m.Member(
first_name="Kim",
last_name="Brookins",
email="k@example.com",
join_date=today,
address=address,
age=34,
),
]
m.Member.add(members)
@pytest.mark.skip("Not ready yet")
def test_updates_a_model(members, m):
member1, member2, member3 = members
# Or, with an implicit save:
member1.update(last_name="Smith")
assert m.Member.find(m.Member.pk == member1.pk).first() == member1
# Or, affecting multiple model instances with an implicit save:
m.Member.find(m.Member.last_name == "Brookins").update(last_name="Smith")
results = m.Member.find(m.Member.last_name == "Smith")
assert results == members
# Or, updating a field in an embedded model:
member2.update(address__city="Happy Valley")
assert m.Member.find(m.Member.pk == member2.pk).first().address.city == "Happy Valley"
def test_paginate_query(members, m):
member1, member2, member3 = members
actual = m.Member.find().sort_by('age').all(batch_size=1)
assert actual == [member2, member1, member3]
def test_access_result_by_index_cached(members, m):
member1, member2, member3 = members
query = m.Member.find().sort_by("age")
# Load the cache, throw away the result.
assert query._model_cache == []
query.execute()
assert query._model_cache == [member2, member1, member3]
# Access an item that should be in the cache.
with mock.patch.object(query.model, "db") as mock_db:
assert query[0] == member2
assert not mock_db.called
def test_access_result_by_index_not_cached(members, m):
member1, member2, member3 = members
query = m.Member.find().sort_by("age")
# Assert that we don't have any models in the cache yet -- we
# haven't made any requests of Redis.
assert query._model_cache == []
assert query[0] == member2
assert query[1] == member1
assert query[2] == member3
def test_in_query(members, m):
member1, member2, member3 = members
actual = m.Member.find(m.Member.pk << [member1.pk, member2.pk, member3.pk]).sort_by('age').all()
assert actual == [member2, member1, member3]
@pytest.mark.skip("Not implemented yet")
def test_update_query(members, m):
member1, member2, member3 = members
m.Member.find(m.Member.pk << [member1.pk, member2.pk, member3.pk]).update(
first_name="Bobby"
)
actual = (
m.Member.find(m.Member.pk << [member1.pk, member2.pk, member3.pk])
.sort_by("age")
.all()
)
assert actual == [member1, member2, member3]
assert all([m.name == "Bobby" for m in actual])
def test_exact_match_queries(members, m):
member1, member2, member3 = members
actual = m.Member.find(m.Member.last_name == "Brookins").sort_by('age').all()
assert actual == [member2, member1]
actual = m.Member.find(
(m.Member.last_name == "Brookins") & ~(m.Member.first_name == "Andrew")
).all()
assert actual == [member2]
actual = m.Member.find(~(m.Member.last_name == "Brookins")).all()
assert actual == [member3]
actual = m.Member.find(m.Member.last_name != "Brookins").all()
assert actual == [member3]
actual = m.Member.find(
(m.Member.last_name == "Brookins") & (m.Member.first_name == "Andrew")
| (m.Member.first_name == "Kim")
).sort_by('age').all()
assert actual == [member2, member1]
actual = m.Member.find(
m.Member.first_name == "Kim", m.Member.last_name == "Brookins"
).all()
assert actual == [member2]
actual = m.Member.find(m.Member.address.city == "Portland").sort_by('age').all()
assert actual == [member2, member1, member3]
def test_recursive_query_expression_resolution(members, m):
member1, member2, member3 = members
actual = m.Member.find(
(m.Member.last_name == "Brookins")
| (m.Member.age == 100) & (m.Member.last_name == "Smith")
).sort_by('age').all()
assert actual == [member2, member1, member3]
def test_recursive_query_field_resolution(members, m):
member1, _, _ = members
member1.address.note = m.Note(
description="Weird house", created_on=datetime.datetime.now()
)
member1.save()
actual = m.Member.find(m.Member.address.note.description == "Weird house").all()
assert actual == [member1]
member1.orders = [
m.Order(
items=[m.Item(price=10.99, name="Ball")],
total=10.99,
created_on=datetime.datetime.now(),
)
]
member1.save()
actual = m.Member.find(m.Member.orders.items.name == "Ball").all()
assert actual == [member1]
assert actual[0].orders[0].items[0].name == "Ball"
def test_full_text_search(members, m):
member1, member2, _ = members
member1.update(bio="Hates sunsets, likes beaches")
member2.update(bio="Hates beaches, likes forests")
actual = m.Member.find(m.Member.bio % "beaches").sort_by('age').all()
assert actual == [member2, member1]
actual = m.Member.find(m.Member.bio % "forests").all()
assert actual == [member2]
def test_tag_queries_boolean_logic(members, m):
member1, member2, member3 = members
actual = m.Member.find(
(m.Member.first_name == "Andrew") & (m.Member.last_name == "Brookins")
| (m.Member.last_name == "Smith")
).sort_by('age').all()
assert actual == [member1, member3]
def test_tag_queries_punctuation(address, m):
member1 = m.Member(
first_name="Andrew, the Michael",
last_name="St. Brookins-on-Pier",
email="a|b@example.com", # NOTE: This string uses the TAG field separator.
age=38,
join_date=today,
address=address,
)
member1.save()
member2 = m.Member(
first_name="Bob",
last_name="the Villain",
email="a|villain@example.com", # NOTE: This string uses the TAG field separator.
age=38,
join_date=today,
address=address,
)
member2.save()
assert m.Member.find(m.Member.first_name == "Andrew, the Michael").first() == member1
assert m.Member.find(m.Member.last_name == "St. Brookins-on-Pier").first() == member1
# Notice that when we index and query multiple values that use the internal
# TAG separator for single-value exact-match fields, like an indexed string,
# the queries will succeed. We apply a workaround that queries for the union
# of the two values separated by the tag separator.
assert m.Member.find(m.Member.email == "a|b@example.com").all() == [member1]
assert m.Member.find(m.Member.email == "a|villain@example.com").all() == [member2]
def test_tag_queries_negation(members, m):
member1, member2, member3 = members
"""
┌first_name
NOT EQ┤
└Andrew
"""
query = m.Member.find(~(m.Member.first_name == "Andrew"))
assert query.all() == [member2]
"""
┌first_name
┌NOT EQ┤
| └Andrew
AND┤
| ┌last_name
└EQ┤
└Brookins
"""
query = m.Member.find(
~(m.Member.first_name == "Andrew") & (m.Member.last_name == "Brookins")
)
assert query.all() == [member2]
"""
┌first_name
┌NOT EQ┤
| └Andrew
AND┤
| ┌last_name
| ┌EQ┤
| | └Brookins
└OR┤
| ┌last_name
└EQ┤
└Smith
"""
query = m.Member.find(
~(m.Member.first_name == "Andrew")
& ((m.Member.last_name == "Brookins") | (m.Member.last_name == "Smith"))
)
assert query.all() == [member2]
"""
┌first_name
┌NOT EQ┤
| └Andrew
┌AND┤
| | ┌last_name
| └EQ┤
| └Brookins
OR┤
| ┌last_name
└EQ┤
└Smith
"""
query = m.Member.find(
~(m.Member.first_name == "Andrew") & (m.Member.last_name == "Brookins")
| (m.Member.last_name == "Smith")
)
assert query.sort_by('age').all() == [member2, member3]
actual = m.Member.find(
(m.Member.first_name == "Andrew") & ~(m.Member.last_name == "Brookins")
).all()
assert actual == [member3]
def test_numeric_queries(members, m):
member1, member2, member3 = members
actual = m.Member.find(m.Member.age == 34).all()
assert actual == [member2]
actual = m.Member.find(m.Member.age > 34).all()
assert actual == [member1, member3]
actual = m.Member.find(m.Member.age < 35).all()
assert actual == [member2]
actual = m.Member.find(m.Member.age <= 34).all()
assert actual == [member2]
actual = m.Member.find(m.Member.age >= 100).all()
assert actual == [member3]
actual = m.Member.find(~(m.Member.age == 100)).sort_by('age').all()
assert actual == [member2, member1]
actual = m.Member.find(m.Member.age > 30, m.Member.age < 40).sort_by('age').all()
assert actual == [member2, member1]
actual = m.Member.find(m.Member.age != 34).sort_by('age').all()
assert actual == [member1, member3]
def test_sorting(members, m):
member1, member2, member3 = members
actual = m.Member.find(m.Member.age > 34).sort_by("age").all()
assert actual == [member1, member3]
actual = m.Member.find(m.Member.age > 34).sort_by("-age").all()
assert actual == [member3, member1]
with pytest.raises(QueryNotSupportedError):
# This field does not exist.
m.Member.find().sort_by("not-a-real-field").all()
with pytest.raises(QueryNotSupportedError):
# This field is not sortable.
m.Member.find().sort_by("join_date").all()
def test_not_found(m):
with pytest.raises(NotFoundError):
# This ID does not exist.
m.Member.get(1000)
@pytest.mark.skip("Does not clean up after itself properly")
def test_list_field_limitations(m):
with pytest.raises(RedisModelError):
class SortableTarotWitch(m.BaseJsonModel):
# We support indexing lists of strings for quality and membership
# queries. Sorting is not supported, but is planned.
tarot_cards: List[str] = Field(index=True, sortable=True)
with pytest.raises(RedisModelError):
class SortableFullTextSearchAlchemicalWitch(BaseJsonModel):
# We don't support indexing a list of strings for full-text search
# queries. Support for this feature is not planned.
potions: List[str] = Field(index=True, full_text_search=True)
with pytest.raises(RedisModelError):
class NumerologyWitch(m.BaseJsonModel):
# We don't support indexing a list of numbers. Support for this
# feature is To Be Determined.
lucky_numbers: List[int] = Field(index=True)
with pytest.raises(RedisModelError):
class ReadingWithPrice(EmbeddedJsonModel):
gold_coins_charged: int = Field(index=True)
class TarotWitchWhoCharges(m.BaseJsonModel):
tarot_cards: List[str] = Field(index=True)
# The preview release does not support indexing numeric fields on models
# found within a list or tuple. This is the same limitation that stops
# us from indexing plain lists (or tuples) containing numeric values.
# The fate of this feature is To Be Determined.
readings: List[ReadingWithPrice]
class TarotWitch(m.BaseJsonModel):
# We support indexing lists of strings for quality and membership
# queries. Sorting is not supported, but is planned.
tarot_cards: List[str] = Field(index=True)
# We need to import and run this manually because we defined
# our model classes within a function that runs after the test
# suite's migrator has already looked for migrations to run.
Migrator().run()
witch = TarotWitch(tarot_cards=["death"])
witch.save()
actual = TarotWitch.find(TarotWitch.tarot_cards << "death").all()
assert actual == [witch]
def test_schema(m, key_prefix):
assert (
m.Member.redisearch_schema()
== f"ON JSON PREFIX 1 {key_prefix}:tests.test_json_model.Member: SCHEMA $.pk AS pk TAG SEPARATOR | $.first_name AS first_name TAG SEPARATOR | $.last_name AS last_name TAG SEPARATOR | $.email AS email TAG SEPARATOR | $.age AS age NUMERIC $.bio AS bio TAG SEPARATOR | $.bio AS bio_fts TEXT $.address.pk AS address_pk TAG SEPARATOR | $.address.city AS address_city TAG SEPARATOR | $.address.postal_code AS address_postal_code TAG SEPARATOR | $.address.note.pk AS address_note_pk TAG SEPARATOR | $.address.note.description AS address_note_description TAG SEPARATOR | $.orders[*].pk AS orders_pk TAG SEPARATOR | $.orders[*].items[*].pk AS orders_items_pk TAG SEPARATOR | $.orders[*].items[*].name AS orders_items_name TAG SEPARATOR |"
)