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sotkalib
Async-first utility library for Python 3.13+. Reusable building blocks for web applications with database, caching, and HTTP support.
Most base classes (RedisLRU, DistributedLock, HTTPSession, Database, etc.) are designed to be declared once as a constant and then shallow-copied with per-use overrides via builder methods. This lets you define a baseline configuration in one place and derive specialized variants without mutating the original.
Install
pip install sotkalib
Modules
config -- Environment-based configuration
Type-safe settings read from environment variables (with .env support). Only immutable primitives are allowed (int, float, complex, str, bool, None). Attribute names must be UPPER_SNAKE_CASE by default.
import secrets
from sotkalib.config import AppSettings, SettingsField
class Config(AppSettings):
BOT_TOKEN: str = SettingsField(nullable=False)
POSTGRES_USER: str = SettingsField(default="pg_user")
POSTGRES_PASSWORD: str = SettingsField(factory=lambda: secrets.token_urlsafe(8))
SECRET: str = SettingsField(factory="computed_secret") # resolved from a @property
@property
def computed_secret(self) -> str:
return "derived-from-other-fields"
settings = Config() # loads from env / .env
settings = Config(dotenv_path=".env.prod", strict=True) # strict rejects mutable types
SettingsField options:
default-- static fallback valuefactory-- callable, or astrreferencing a@propertyon the class (resolved after all other fields)nullable-- ifTrue, missing env vars becomeNoneinstead of raising
sqla -- SQLAlchemy database management
Database
Manages sync and async SQLAlchemy engines and session factories. Sessions come in two flavors: unsafe (raw sessionmaker context manager) and safe (auto-commit on success, rollback on exception, close on exit). The explicit_safe setting (default True) makes .session / .asession return safe wrappers.
from sotkalib.sqla import Database, DatabaseSettings, BasicDBM
db = Database(DatabaseSettings(
uri="postgresql://user:pass@localhost:5432/mydb",
async_driver="psycopg", # set to None to disable async
pool_size=10,
echo=False,
expire_on_commit=False,
implicit_safe=True, # .asession returns safe wrapper
))
# async usage -- auto-commits, rolls back on exception
async with db as d:
async with d.asession as session:
session.add(row)
# sync usage
with db as d:
with d.session as session:
session.add(row)
# explicit unsafe if needed
async with db.asession_unsafe as session:
...
# create tables from declarative base
db = Database(DatabaseSettings(uri=..., decl_base=BasicDBM))
db.create()
BasicDBM
Declarative base with .dict() for converting ORM models to plain dicts, optionally filtered through a Pydantic model's fields.
from sotkalib.sqla import BasicDBM
class User(BasicDBM):
__tablename__ = "users"
id = Column(Integer, primary_key=True)
name = Column(String)
email = Column(String)
user.dict() # all columns
user.dict(pydantic_model=UserSchema) # only fields in UserSchema
user.dict(explicitly_include=["id", "name"]) # only specified fields
user.dict(name="not_that_model_has") # inject/override keys
user.is_loaded(attr="email") # check if attr is loaded (useful with lazy relationships)
PydanticJSON
Column type that stores Pydantic models as JSON (JSONB on PostgreSQL).
from sotkalib.sqla import PydanticJSON
class Profile(BaseModel):
bio: str
links: list[str]
class User(BasicDBM):
__tablename__ = "users"
id = Column(Integer, primary_key=True)
profile = Column(PydanticJSON(Profile)) # stored as JSONB in postgres, JSON elsewhere
Use flag_pydantic_changes to detect mutations during updates:
from sqlalchemy import event
from sotkalib.sqla import flag_pydantic_changes
event.listen(User, "before_update", flag_pydantic_changes)
redis -- Distributed caching and locking
All Redis utilities take an AbstractAsyncContextManager[Redis] as their first argument -- typically a RedisPool instance,
but you can use any AsyncContextManager that yields a Redis client (standard redis.asyncio.Redis is supported).
Base instances are immutable; builder methods return shallow copies so you can derive variants from one constant.
RedisPool
Connection pool wrapper. Implements AbstractAsyncContextManager[Redis] -- use as a context manager to get a Redis client.
from sotkalib.redis import RedisPool, RedisPoolSettings
pool = RedisPool(RedisPoolSettings(
uri="redis://localhost:6379",
db_num=4,
max_connections=50,
health_check_interval=30,
))
async with pool as rc:
await rc.set("key", "value")
RedisLRU
Async function cache backed by Redis. Define a base instance, then derive variants with different TTLs, versions, serializers, or key functions.
from sotkalib.redis import RedisLRU, LRUSettings
# base instance -- define once, import everywhere
cache = RedisLRU(pool, LRUSettings(ttl=600, version=1))
# derive variants (returns a copy, original is untouched)
short_cache = cache.ttl(60)
v2_cache = cache.version(2)
custom_cache = cache.ttl(300).version(3).serializer(MySerializer)
@cache
async def get_user(user_id: int) -> User: ...
@short_cache
async def get_session(token: str) -> Session: ...
Builder methods: .ttl(), .version(), .serializer(), .keyfunc()
The default serializer is B64Pickle (base64-encoded pickle). A SecurityWarning is emitted unless you set LRU_CACHE_ALLOW_PICKLE=yes or provide a different serializer.
Custom serializers implement the Serializer protocol:
class Serializer(Protocol):
@staticmethod
def marshal(data: Any) -> bytes: ...
@staticmethod
def unmarshal(raw_data: bytes) -> Any: ...
DistributedLock
Redis-based distributed lock with three acquisition phases: spin (tight loop, no delay), single attempt, and wait (with backoff). Define a base, derive per-use variants.
from sotkalib.redis import DistributedLock, DLSettings
# base instance
dlock = DistributedLock(pool, DLSettings())
# derive variants
wait_lock = dlock.wait(timeout=30.0, backoff=exponential_delay(0.1, 2))
nowait_lock = dlock.no_wait().if_taken(retry=False)
spin_lock = dlock.spin(attempts=100).no_wait()
# use
async with wait_lock.acquire("resource:123", ttl=10):
... # lock held
# shorthand
async with dlock.acq("resource:123", timeout=5):
...
Builder methods: .wait(), .no_wait(), .spin(), .if_taken(), .exc()
Backoff helpers:
from sotkalib.redis import plain_delay, additive_delay, exponential_delay
plain_delay(0.5) # constant 0.5s
additive_delay(0.1, 0.1) # 0.1, 0.2, 0.3, ...
exponential_delay(0.1, 2) # 0.1, 0.2, 0.4, 0.8, ...
Raises ContextLockError on failure. The .can_retry attribute indicates whether the caller should retry.
http -- HTTP client with retry and middleware
aiohttp wrapper with configurable retry logic, status code handling, exception routing, and a middleware pipeline. Like the Redis utilities, define a base HTTPSession and derive variants via settings or middleware.
from http import HTTPStatus
from sotkalib.http import HTTPSession, ClientSettings, StatusSettings, ExceptionSettings
# base config -- define once
client = HTTPSession(ClientSettings(
timeout=10.0,
maximum_retries=3,
base=1.0, # base delay
backoff=2.0, # exponential backoff factor
status_settings=StatusSettings(
to_retry={HTTPStatus.TOO_MANY_REQUESTS, HTTPStatus.SERVICE_UNAVAILABLE},
to_raise={HTTPStatus.FORBIDDEN},
not_found_as_none=True,
unspecified="retry", # or "raise"
),
exception_settings=ExceptionSettings(
to_retry=(TimeoutError, ServerDisconnectedError),
to_raise=(ContentTypeError,),
unspecified="retry",
),
))
# branch from base config with |
base = ClientSettings(timeout=10.0, maximum_retries=3)
aggressive = base | ClientSettings(maximum_retries=5) | StatusSettings(not_found_as_none=False)
async with client as http:
resp = await http.get("https://api.example.com/users/1")
data = await http.post("https://api.example.com/users", json=payload)
Middleware
Middleware wraps the request pipeline. Each middleware receives a RequestContext and a next callable. .use() is generic -- a middleware can change the session's return type. The base HTTPSession returns aiohttp.ClientResponse | None; a middleware that deserializes JSON can produce an HTTPSession[dict], etc.
async def auth_middleware(ctx: RequestContext, next):
ctx.merge_headers({"Authorization": "Bearer ..."})
return await next(ctx)
async def logging_middleware(ctx: RequestContext, next):
result = await next(ctx)
print(f"{ctx.method} {ctx.url} -> {ctx.status} in {ctx.elapsed:.2f}s")
return result
# passthrough middleware -- return type unchanged (HTTPSession[ClientResponse | None])
client = HTTPSession().use(auth_middleware).use(logging_middleware)
# type-transforming middleware -- return type becomes HTTPSession[dict]
async def json_middleware(ctx: RequestContext, next) -> dict:
resp = await next(ctx)
return await resp.json() if resp else {}
json_client: HTTPSession[dict] = HTTPSession().use(auth_middleware).use(json_middleware)
async with json_client as http:
data: dict = await http.get("https://api.example.com/users/1")
RequestContext exposes: method, url, attempt, max_attempts, response, elapsed, attempt_elapsed, is_retry, status, errors, last_error, state (arbitrary dict for middleware to share data).
exceptions -- Structured API errors
APIError
Structured error with status code, error code, description, and context. Serializes to JSON via an ErrorSchema Pydantic model.
from sotkalib.exceptions import APIError
raise APIError(
status=409,
code="CONFLICT",
desc="Username already taken",
ctx={"field": "username"},
)
Exception handlers
Decorators that catch exceptions, log them, and re-raise as ArgsIncludedError with the caller's local variables captured from the stack (useful for debugging).
from sotkalib.exceptions import exception_handler, aexception_handler
@exception_handler
def sync_fn(): ...
@aexception_handler
async def async_fn(): ...
traceback_from
from sotkalib.exceptions import traceback_from
try:
...
except Exception as e:
tb_str = traceback_from(e) # formatted traceback string
func -- Functional utilities
Guards
from sotkalib.func import or_raise, type_or_raise
user = or_raise(maybe_none, "user not found") # raises ValueError if None
port = type_or_raise(value, int, "port must be int") # raises TypeError
suppress
Context manager with two modes:
from sotkalib.func import suppress
with suppress(): # suppresses all exceptions
risky()
with suppress(mode="exact", excts=[KeyError, IndexError]): # only these types (exact match, not subclasses)
d["missing"]
Async checks
from sotkalib.func import asyncfn, asyncfn_or_raise
asyncfn(my_func) # True if coroutine function
asyncfn_or_raise(my_func) # raises TypeError if not
Deferred awaiting
from sotkalib.func import defer, defer_ok
async with defer(cleanup_coro()): # awaited in finally (always runs)
...
async with defer_ok(commit_coro()): # awaited only if no exception
...
json -- Safe serialization
Recursively serializes Python objects to JSON bytes via orjson.
Handles datetime, Decimal, UUID, Enum, bytes, Pydantic models, and nested structures.
Falls back to str() for unknown types. Depth-limited to prevent infinite recursion.
from sotkalib.json import safe_serialize
raw: bytes = safe_serialize({
"created": datetime.now(),
"amount": Decimal("19.99"),
"profile": pydantic_model,
})
log -- Loguru logging
Cached loguru logger factory. Names are transformed for readability ("myapp.db.session" -> "myapp -> db -> session").
from sotkalib.log import get_logger
log = get_logger("myapp.service")
log.info("starting")
enum -- Enum mixins
All mixins extend StrEnum.
UppercaseMixin-- auto-uppercases member valuesValidatorMixin--.validate(val=..., req=True/False),.get(val, default),.in_(*members),.values()ValuesMixin--.values_list(),.values_set(),.names_list(),.names_set()
from sotkalib.enum import ValidatorMixin, UppercaseMixin, ValuesMixin
class Color(ValidatorMixin, UppercaseMixin):
RED = auto()
GREEN = auto()
Color.validate(val="RED", req=True) # Color.RED
Color.get("blue", default=Color.RED) # Color.RED
Color.RED.in_(Color.RED, Color.GREEN) # True
time -- UTC helpers
from sotkalib.time import utcnow, now
utcnow() # datetime.now(UTC)
now() # datetime.now() with local tz
now(tz) # datetime.now(tz)
type -- Sentinel types
Unset singleton to distinguish "not provided" from None.
from sotkalib.type import Unset, unset
def update(name: str | _UnsetType = Unset):
if not unset(name):
...
dict -- Dictionary utilities
Extended dict (_dict) with attribute access and chainable filter methods. Works with the Unset sentinel.
from sotkalib.dict import _dict, valid, not_none
d = _dict(a=1, b=None, c=Unset)
d.a # 1 (attribute access)
d.valid() # _dict(a=1, b=None) -- strips Unset values
d.not_none() # _dict(a=1, c=Unset) -- strips None values
d.keys_() # [a, b, c] as list
Standalone functions: valid(d), unset(d), not_none(d)
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