Python Redis ORM library that gives redis easy-to-use objects with fields and speeds a development up, inspired by Django ORM
Project description
python-redis-orm
Python Redis ORM library that gives redis easy-to-use objects with fields and speeds a development up, inspired by Django ORM
For one project, I needed to work with redis, but redis-py provides a minimum level of work with redis. I didn't find any Django-like ORM for redis, so I wrote this library, then there will be a port to Django.
Working with this library, you are expected:
-
Fully works in 2021
-
Django-like architecture
-
Easy adaptation to your needs
-
Adequate informational messages and error messages
-
Built-in RedisRoot class that stores specified models, with:
- redis_instance setting - your redis connection (from redis-py)
- prefix setting - prefix of this RedisRoot to be stored in redis
- ignore_deserialization_errors setting - do not raise errors, while deserializing data
- save_consistency setting - show structure-first data
- economy setting - to not return full data and save some requests (usually, speeds up your app on 80%)
-
13 built-in types of fields:
- RedisField - base class for nesting
- RedisString - string
- RedisNumber - int or float
- RedisId - instances IDs
- RedisBool - bool
- RedisDecimal - working accurately with numbers via decimal
- RedisJson - for data, that can be JSONed
- RedisList - list
- RedisDict - dict
- RedisDateTime - for work with date and time, via python datetime.datetime
- RedisDate - for work with date, via python datetime.data
- RedisForeignKey - for link to other instance
- RedisManyToMany - for links to other instances
-
All fields supports:
- Automatically serialization
- Automatically deserialization
- TTL (Time To Live) setting
- Default values
- Providing functions without call, to call, while need
- Allow null values setting
- Choices
- Filtering (and deep filtering):
- exact - equality
- iexact - case-independent equality
- contains - is filter string in the value string
- icontains - is filter string case-independent in the value string
- in - is value in the provided list
- gt - is value greater
- gte - is value greater or equals
- lt - is value less
- lte - is value less or equals
- startswith - is string starts with
- istartswith - is string case-independent starts with
- endswith - is string ends with
- iendswith - is string case-independent ends wth
- range - is value in provided range
- isnull - is value in ["null", None]
-
Built-in RedisModel class, with:
- All fields that you want
- TTL (Time To Live)
-
CRUD (Create Read Update Delete), in our variation: save, get, filter, order, update, delete:
example_instance = ExampleModel(example_field='example_data').save()
- to create an instance and get its data dict- or:
example_instance = redis_root.create(ExampleModel, example_field='example_data')
filtered_example_instances = redis_root.get(ExampleModel, example_field='example_data')
- to get all ExampleModel instances with example_field filter and get its data dictordered_instances = redis_root.order(filtered_example_instances, '-id')
- to get ordered filtered_example_instances by id ('-' for reverse)updated_example_instances = redis_root.update(ExampleModel, ordered_instances, example_field='another_example_data')
- to update all ordered_instances example_field with value 'another_example_data' and get its data dictredis_root.delete(ExampleModel, updated_example_instances)
- to delete updated_example_instances
Installation
pip install python-redis-orm
Obviously, you need to install and run redis server on your machine, we support v3+
Usage
- Create RedisRoot with params:
- prefix (str) - prefix for your redis root
- connection_pool (redis.ConnectionPool) - redis-py redis.ConnectionPool instance, with decode_responses=True
- ignore_deserialization_errors (bool) - to ignore deserialization errors or raise exception
- save_consistency (bool) - to use structure-first data
- economy (bool) - if True, all update requests will return only instance id
- use_keys (bool) - to use Redis keys command (uses memory instead of CPU) instead of scan
- Create your models
- Call register_models() on your RedisRoot instance and provide list with your models
- Use our CRUD
Example usage
All features:
import random
from time import sleep
import asyncio
# from python_redis_orm.core import *
def generate_token(chars_count):
allowed_chars = 'QWERTYUIOPASDFGHJKLZXCVBNM1234567890'
token = f'{"".join([random.choice(allowed_chars) for i in range(chars_count)])}'
return token
def generate_token_12_chars():
return generate_token(12)
class BotSession(RedisModel):
session_token = RedisString(default=generate_token_12_chars)
created = RedisDateTime(default=datetime.datetime.now)
class TaskChallenge(RedisModel):
bot_session = RedisForeignKey(model=BotSession)
task_id = RedisNumber(default=0, null=False)
status = RedisString(default='in_work', choices={
'in_work': 'В работе',
'completed': 'Завершён успешно',
'completed_frozen_points': 'Завершён успешно, получил поинты в холде',
'completed_points': 'Завершён успешно, получил поинты',
'completed_decommissioning': 'Завершён успешно, поинты списаны',
'failed_bot': 'Зафейлил бот',
'failed_task_creator': 'Зафейлил создатель задания',
}, null=False)
account_checks_count = RedisNumber(default=0)
created = RedisDateTime(default=datetime.datetime.now)
class TtlCheckModel(RedisModel):
redis_number_with_ttl = RedisNumber(default=0, null=False)
class MetaTtlCheckModel(RedisModel):
redis_number = RedisNumber(default=0, null=False)
class Meta:
ttl = 5
class DictCheckModel(RedisModel):
redis_dict = RedisDict()
class ListCheckModel(RedisModel):
redis_list = RedisList()
def clean_db_after_test(connection_pool, prefix):
redis_instance = redis.Redis(connection_pool=connection_pool)
for key in redis_instance.keys(f'{prefix}:*'):
redis_instance.delete(key)
def basic_test(connection_pool, prefix):
try:
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True
)
redis_root.register_models([
TaskChallenge,
])
for i in range(5):
TaskChallenge(
redis_root=redis_root,
status='in_work',
).save()
task_challenges_without_keys = redis_root.get(TaskChallenge)
task_challenges_with_keys = redis_root.get(TaskChallenge, return_dict=True)
have_exception = False
if not len(task_challenges_without_keys):
have_exception = True
if not task_challenges_with_keys:
have_exception = True
else:
if not task_challenges_with_keys.keys():
have_exception = True
else:
if len(list(task_challenges_with_keys.keys())) != len(task_challenges_without_keys):
have_exception = True
except BaseException as ex:
have_exception = True
clean_db_after_test(connection_pool, prefix)
return have_exception
def auto_reg_test(connection_pool, prefix):
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True
)
task_challenge_1 = TaskChallenge(
redis_root=redis_root,
status='in_work',
).save()
try:
task_challenges = redis_root.get(TaskChallenge)
have_exception = False
except BaseException as ex:
have_exception = True
clean_db_after_test(connection_pool, prefix)
return have_exception
def no_connection_pool_test(*args, **kwargs):
try:
redis_root = RedisRoot(
ignore_deserialization_errors=True
)
task_challenge_1 = TaskChallenge(
redis_root=redis_root,
status='in_work',
)
task_challenge_1.save()
task_challenges = redis_root.get(TaskChallenge)
have_exception = False
connection_pool = redis.ConnectionPool(
host='localhost',
port=6379,
db=0,
decode_responses=True
)
clean_db_after_test(connection_pool, redis_root.prefix)
except BaseException as ex:
have_exception = True
return have_exception
def choices_test(connection_pool, prefix):
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True
)
task_challenge_1 = TaskChallenge(
redis_root=redis_root,
status='bruh',
)
try:
task_challenge_1.save()
task_challenges = redis_root.get(TaskChallenge)
have_exception = True
except BaseException as ex:
have_exception = False
clean_db_after_test(connection_pool, prefix)
return have_exception
def order_test(connection_pool, prefix):
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True
)
for i in range(3):
TaskChallenge(
redis_root=redis_root
).save()
have_exception = True
try:
task_challenges = redis_root.get(TaskChallenge)
first_task_challenge = redis_root.order(task_challenges, 'id')[0]
last_task_challenge = redis_root.order(task_challenges, '-id')[0]
if first_task_challenge['id'] == 1 and last_task_challenge['id'] == len(task_challenges):
have_exception = False
except BaseException as ex:
pass
clean_db_after_test(connection_pool, prefix)
return have_exception
def filter_test(connection_pool, prefix):
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True
)
have_exception = True
try:
same_tokens_count = 2
random_tokens_count = 8
same_token = generate_token(50)
random_tokens = [generate_token(50) for i in range(random_tokens_count)]
for i in range(same_tokens_count):
BotSession(redis_root, session_token=same_token).save()
for random_token in random_tokens:
BotSession(redis_root, session_token=random_token).save()
task_challenges_with_same_token = redis_root.get(BotSession, session_token=same_token)
if len(task_challenges_with_same_token) == same_tokens_count:
have_exception = False
except BaseException as ex:
print(ex)
clean_db_after_test(connection_pool, prefix)
return have_exception
def update_test(connection_pool, prefix):
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True
)
have_exception = True
try:
bot_session_1 = BotSession(redis_root, session_token='123').save()
bot_session_1_id = bot_session_1['id']
redis_root.update(BotSession, bot_session_1, session_token='234')
bot_sessions_filtered = redis_root.get(BotSession, id=bot_session_1_id)
if len(bot_sessions_filtered) == 1:
bot_session_1_new = bot_sessions_filtered[0]
if 'session_token' in bot_session_1_new.keys():
if bot_session_1_new['session_token'] == '234':
have_exception = False
except BaseException as ex:
print(ex)
clean_db_after_test(connection_pool, prefix)
return have_exception
def functions_like_defaults_test(connection_pool, prefix):
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True
)
have_exception = False
try:
bot_session_1 = BotSession(redis_root).save()
bot_session_2 = BotSession(redis_root).save()
if bot_session_1.session_token == bot_session_2.session_token:
have_exception = True
except BaseException as ex:
pass
clean_db_after_test(connection_pool, prefix)
return have_exception
def redis_foreign_key_test(connection_pool, prefix):
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True
)
have_exception = True
try:
bot_session_1 = BotSession(
redis_root=redis_root,
).save()
task_challenge_1 = TaskChallenge(
redis_root=redis_root,
bot_session=bot_session_1
).save()
bot_sessions = redis_root.get(BotSession)
bot_session = redis_root.order(bot_sessions, '-id')[0]
task_challenges = redis_root.get(TaskChallenge)
task_challenge = redis_root.order(task_challenges, '-id')[0]
if type(task_challenge['bot_session']) == dict:
if task_challenge['bot_session'] == bot_session:
have_exception = False
except BaseException as ex:
print(ex)
clean_db_after_test(connection_pool, prefix)
return have_exception
def delete_test(connection_pool, prefix):
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True
)
have_exception = True
try:
bot_session_1 = BotSession(
redis_root=redis_root,
).save()
task_challenge_1 = TaskChallenge(
redis_root=redis_root,
bot_session=bot_session_1
).save()
redis_root.delete(BotSession, bot_session_1)
redis_root.delete(TaskChallenge, task_challenge_1)
bot_sessions = redis_root.get(BotSession)
task_challenges = redis_root.get(TaskChallenge)
if len(bot_sessions) == 0 and len(task_challenges) == 0:
have_exception = False
except BaseException as ex:
print(ex)
clean_db_after_test(connection_pool, prefix)
return have_exception
def save_consistency_test(connection_pool, prefix):
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True,
save_consistency=True,
)
have_exception = True
try:
ttl_check_model_1 = TtlCheckModel(
redis_root=redis_root,
).save()
ttl_check_models = redis_root.get(TtlCheckModel)
if len(ttl_check_models):
ttl_check_model = ttl_check_models[0]
if 'redis_number_with_ttl' in ttl_check_model.keys():
sleep(6)
ttl_check_models = redis_root.get(TtlCheckModel)
if len(ttl_check_models):
ttl_check_model = ttl_check_models[0]
if 'redis_number_with_ttl' in ttl_check_model.keys(): # because consistency is saved
have_exception = False
except BaseException as ex:
print(ex)
clean_db_after_test(connection_pool, prefix)
return have_exception
def meta_ttl_test(connection_pool, prefix):
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True,
)
have_exception = True
try:
meta_ttl_check_model_1 = MetaTtlCheckModel(
redis_root=redis_root,
).save()
meta_ttl_check_models = redis_root.get(MetaTtlCheckModel)
if len(meta_ttl_check_models):
meta_ttl_check_model = meta_ttl_check_models[0]
if 'redis_number' in meta_ttl_check_model.keys():
sleep(6)
meta_ttl_check_models = redis_root.get(MetaTtlCheckModel)
if not len(meta_ttl_check_models):
have_exception = False
except BaseException as ex:
print(ex)
clean_db_after_test(connection_pool, prefix)
return have_exception
def economy_test(connection_pool, prefix):
have_exception = True
try:
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True,
economy=True
)
started_in_economy = datetime.datetime.now()
tests_count = 100
for i in range(tests_count):
task_challenge_1 = TaskChallenge(
redis_root=redis_root,
status='in_work',
).save()
redis_root.update(TaskChallenge, task_challenge_1, account_checks_count=1)
ended_in_economy = datetime.datetime.now()
economy_time = (ended_in_economy - started_in_economy).total_seconds()
clean_db_after_test(connection_pool, prefix)
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True,
economy=False
)
started_in_no_economy = datetime.datetime.now()
for i in range(tests_count):
task_challenge_1 = TaskChallenge(
redis_root=redis_root,
status='in_work',
).save()
redis_root.update(TaskChallenge, task_challenge_1, account_checks_count=1)
ended_in_no_economy = datetime.datetime.now()
no_economy_time = (ended_in_no_economy - started_in_no_economy).total_seconds()
clean_db_after_test(connection_pool, prefix)
economy_percent = round((no_economy_time / economy_time - 1) * 100, 2)
economy_symbol = ('+' if economy_percent > 0 else '')
print(f'Economy gives {economy_symbol}{economy_percent}% efficiency')
if economy_symbol == '+':
have_exception = False
except BaseException as ex:
print(ex)
clean_db_after_test(connection_pool, prefix)
return have_exception
def use_keys_test(connection_pool, prefix):
have_exception = True
try:
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True,
use_keys=True
)
started_in_keys = datetime.datetime.now()
tests_count = 100
for i in range(tests_count):
task_challenge_1 = TaskChallenge(
redis_root=redis_root,
status='in_work',
).save()
redis_root.update(TaskChallenge, task_challenge_1, account_checks_count=1)
ended_in_keys = datetime.datetime.now()
keys_time = (ended_in_keys - started_in_keys).total_seconds()
clean_db_after_test(connection_pool, prefix)
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True,
use_keys=False
)
started_in_no_keys = datetime.datetime.now()
for i in range(tests_count):
task_challenge_1 = TaskChallenge(
redis_root=redis_root,
status='in_work',
).save()
redis_root.update(TaskChallenge, task_challenge_1, account_checks_count=1)
ended_in_no_keys = datetime.datetime.now()
no_keys_time = (ended_in_no_keys - started_in_no_keys).total_seconds()
clean_db_after_test(connection_pool, prefix)
keys_percent = round((no_keys_time / keys_time - 1) * 100, 2)
keys_symbol = ('+' if keys_percent > 0 else '')
print(f'Keys usage gives {keys_symbol}{keys_percent}% efficiency')
have_exception = False
except BaseException as ex:
print(ex)
clean_db_after_test(connection_pool, prefix)
return have_exception
def dict_test(connection_pool, prefix):
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True
)
have_exception = True
try:
some_dict = {
'age': 19,
'weed': True
}
DictCheckModel(
redis_root=redis_root,
redis_dict=some_dict
).save()
dict_check_model_instance = redis_root.get(DictCheckModel)[0]
if 'redis_dict' in dict_check_model_instance.keys():
if dict_check_model_instance['redis_dict'] == some_dict:
have_exception = False
except BaseException as ex:
print(ex)
clean_db_after_test(connection_pool, prefix)
return have_exception
def list_test(connection_pool, prefix):
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True
)
have_exception = True
try:
some_list = [5, 9, 's', 4.5, False]
ListCheckModel(
redis_root=redis_root,
redis_list=some_list
).save()
list_check_model_instance = redis_root.get(ListCheckModel)[0]
if 'redis_list' in list_check_model_instance.keys():
if list_check_model_instance['redis_list'] == some_list:
have_exception = False
except BaseException as ex:
print(ex)
clean_db_after_test(connection_pool, prefix)
return have_exception
def async_test(connection_pool, prefix):
have_exception = True
try:
async def async_task(data_count, use_async=True):
redis_roots = []
connection_pool = redis.ConnectionPool(host='localhost', port=6379, db=0, decode_responses=True)
for i in range(data_count):
redis_root = RedisRoot(
prefix=prefix,
connection_pool=connection_pool,
ignore_deserialization_errors=True
)
redis_roots.append(redis_root)
async def create_list(redis_roots, redis_root_index, list_length):
some_list = [random.choice('ABCDEF') for i in range(list_length)]
redis_root = redis_roots[redis_root_index]
list_check_model_instance = ListCheckModel(
redis_root=redis_root,
redis_list=some_list
).save()
return {
'list': some_list,
'id': list_check_model_instance['id']
}
async def get_object_existence(redis_roots, redis_root_index, lists_with_ids):
exists = False
redis_root = redis_roots[redis_root_index]
objects = redis_root.get(ListCheckModel, redis_list=lists_with_ids['list'])
if objects:
if len(objects) == 1:
exists = objects[0]['id'] == lists_with_ids['id']
return exists
async def update_list(redis_roots, redis_root_index, lists_with_ids):
result = False
redis_root = redis_roots[redis_root_index]
objects = redis_root.get(ListCheckModel, redis_list=lists_with_ids['list'])
if objects:
if len(objects) == 1:
obj = objects[0]
new_list = deepcopy(lists_with_ids['list'])
new_list.append('check_value')
updated_obj = redis_root.update(ListCheckModel, obj, redis_list=new_list)
updated_objects = redis_root.get(ListCheckModel, redis_list=new_list)
if updated_objects:
if len(updated_objects) == 1:
result = updated_objects[0]['id'] == lists_with_ids['id']
return result
async def delete_list(redis_roots, redis_root_index, id):
result = False
redis_root = redis_roots[redis_root_index]
objects = redis_root.get(ListCheckModel, id=id)
if objects:
if len(objects) == 1:
obj = objects[0]
redis_root.delete(ListCheckModel, obj)
objects = redis_root.get(ListCheckModel, id=id)
if not objects:
result = True
return result
async def create_lists(lists_count, use_async=True):
if use_async:
async_create_lists_tasks = [
create_list(redis_roots, i, i + 100)
for i in range(lists_count)
]
list_of_lists_with_ids = await asyncio.gather(*async_create_lists_tasks)
else:
list_of_lists_with_ids = [
await create_list(redis_roots, i, i + 100)
for i in range(lists_count)
]
return list_of_lists_with_ids
async def get_objects_existence(list_of_lists_with_ids, use_async=True):
if use_async:
async_get_object_by_list_tasks = [
get_object_existence(redis_roots, i, lists_with_ids)
for i, lists_with_ids in enumerate(list_of_lists_with_ids)
]
list_of_results = await asyncio.gather(*async_get_object_by_list_tasks)
else:
list_of_results = [
await get_object_existence(redis_roots, i, lists_with_ids)
for i, lists_with_ids in enumerate(list_of_lists_with_ids)
]
return list_of_results
async def update_lists(list_of_lists_with_ids, use_async=True):
if use_async:
async_update_list_tasks = [
update_list(redis_roots, i, lists_with_ids)
for i, lists_with_ids in enumerate(list_of_lists_with_ids)
]
list_of_results = await asyncio.gather(*async_update_list_tasks)
else:
list_of_results = [
await update_list(redis_roots, i, lists_with_ids)
for i, lists_with_ids in enumerate(list_of_lists_with_ids)
]
return list_of_results
async def delete_lists(list_of_lists_with_ids, use_async=True):
if use_async:
async_delete_list_tasks = [
delete_list(redis_roots, i, lists_with_ids['id'])
for i, lists_with_ids in enumerate(list_of_lists_with_ids)
]
list_of_results = await asyncio.gather(*async_delete_list_tasks)
else:
list_of_results = [
await delete_list(redis_roots, i, lists_with_ids)
for i, lists_with_ids in enumerate(list_of_lists_with_ids)
]
return list_of_results
list_of_lists_with_ids = await create_lists(data_count, use_async)
list_of_results = await get_objects_existence(list_of_lists_with_ids, use_async)
if all(list_of_results):
list_of_results = await update_lists(list_of_lists_with_ids, use_async)
if all(list_of_results):
list_of_results = await delete_lists(list_of_lists_with_ids, use_async)
return all(list_of_results)
data_count = 10
async_started_in = datetime.datetime.now()
async_result = asyncio.run(async_task(data_count))
async_ended_in = datetime.datetime.now()
async_time = (async_ended_in - async_started_in).total_seconds()
have_exception = not async_result
sync_started_in = datetime.datetime.now()
sync_result = asyncio.run(async_task(data_count, False))
sync_ended_in = datetime.datetime.now()
sync_time = (sync_ended_in - sync_started_in).total_seconds()
async_percent = round((async_time / sync_time - 1) * 100, 2)
async_symbol = ('+' if async_percent > 0 else '')
print(f'Async gives {async_symbol}{async_percent}% efficiency')
except BaseException as ex:
print(ex)
clean_db_after_test(connection_pool, prefix)
return have_exception
def run_tests():
connection_pool = redis.ConnectionPool(
host='localhost',
port=6379,
db=0,
decode_responses=True
)
tests = [
basic_test,
auto_reg_test,
no_connection_pool_test,
choices_test,
order_test,
filter_test,
functions_like_defaults_test,
redis_foreign_key_test,
update_test,
delete_test,
save_consistency_test,
meta_ttl_test,
economy_test,
use_keys_test,
list_test,
dict_test,
async_test,
]
results = []
started_in = datetime.datetime.now()
print('STARTING TESTS\n')
for i, test in enumerate(tests):
print(f'Starting {int(i + 1)} test: {test.__name__.replace("_", " ")}')
test_started_in = datetime.datetime.now()
result = not test(connection_pool, test.__name__)
test_ended_in = datetime.datetime.now()
test_time = (test_ended_in - test_started_in).total_seconds()
print(f'{result = } / {test_time}s\n')
results.append(result)
ended_in = datetime.datetime.now()
time = (ended_in - started_in).total_seconds()
success_message = 'SUCCESS' if all(results) else 'FAILED'
print('\n'
f'{success_message}!\n')
results_success_count = 0
for i, result in enumerate(results):
result_message = 'SUCCESS' if result else 'FAILED'
print(f'Test {(i + 1)}/{len(results)}: {result_message} ({tests[i].__name__.replace("_", " ")})')
if result:
results_success_count += 1
print(f'\n'
f'{results_success_count} / {len(results)} tests ran successfully\n'
f'All tests completed in {time}s\n')
if __name__ == '__main__':
run_tests()
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