Unified resilience toolkit for Python: retries, circuit breakers, timeouts, rate limits, bulkheads and request hedging. Zero dependencies, sync + async, one decorator API.
Project description
nopanic
The unified resilience toolkit for Python.
Retries, circuit breakers, timeouts, rate limits, bulkheads and hedged requests: one decorator-based API, identical for sync and async code, with zero runtime dependencies.
from nopanic import retry, circuit_breaker, timeout, backoff
openai_breaker = circuit_breaker(failure_threshold=0.5, reset_timeout=15.0, name="openai")
@retry(attempts=4, on=ConnectionError, backoff=backoff.full_jitter(base=0.2, cap=10.0))
@openai_breaker
@timeout(30.0)
async def call_llm(prompt: str) -> str:
...
Why
Java has resilience4j. .NET has Polly. Python has a drawer of single-purpose parts:
| Need | Today in Python | nopanic |
|---|---|---|
| Retry + backoff | tenacity / backoff / stamina | ✅ retry |
| Circuit breaker | pybreaker (sync-oriented, aging) | ✅ circuit_breaker (sliding window, sync + async) |
| Timeout | roll your own per framework | ✅ timeout |
| Client-side rate limit | roll your own token bucket | ✅ rate_limit |
| Concurrency bulkhead | raw semaphores | ✅ bulkhead |
| Fallback / graceful degradation | try/except sprawl | ✅ fallback |
| Hedged requests (tail latency) | nothing | ✅ hedge |
| All of the above, composable | none | ✅ compose |
These patterns only pay off when they compose: a timeout per attempt, retries that respect an open circuit, a fallback that catches whatever is left. Wiring that out of three libraries with three philosophies is exactly the code nobody wants to own. Every service that calls another service needs this, and in the LLM era every app calls flaky, rate-limited, high-latency remote APIs.
Install
pip install nopanic
Python 3.10+. No dependencies. Fully typed (py.typed).
The toolkit
Every policy is a decorator that works on both def and async def functions. Policies with shared state (breaker, bulkhead, rate limit) are created once and applied to every call site that talks to the same dependency.
retry: try again, politely
from nopanic import retry, backoff
@retry(
attempts=5,
on=(ConnectionError, TimeoutError), # or a predicate: lambda e: ...
backoff=backoff.full_jitter(base=0.1, cap=30.0),
giveup=lambda e: getattr(e, "status", 0) == 401, # don't retry hopeless errors
before_sleep=lambda a: log.warning("attempt %d failed: %s", a.attempt, a.exception),
)
def fetch(): ...
On exhaustion the original exception is re-raised, so there is no wrapper to unwrap. Backoff strategies: fixed, exponential, full_jitter (default, AWS-style), decorrelated_jitter, or any iterable of floats.
circuit_breaker: stop hammering what's already down
from nopanic import circuit_breaker, CircuitOpen
payments = circuit_breaker(
failure_threshold=0.5, # open at >=50% failures...
min_calls=10, # ...once 10 outcomes are in the window
window=30.0, # sliding time window (seconds)
reset_timeout=15.0, # then let a probe through
name="payments",
on_state_change=lambda b, old, new: log.warning("%s: %s -> %s", b.name, old, new),
)
@payments
async def charge(order): ...
While open, calls fail instantly with CircuitOpen(retry_after=...) instead of stacking up on a dead dependency. One instance = one dependency; decorate as many functions with it as you like, and check payments.state anytime.
timeout: bound every attempt
@timeout(2.0)
async def lookup(): ... # cancelled cleanly via the event loop
Sync functions run on a worker thread and are abandoned (not killed) on timeout. This is documented and deliberate, and still usually what you want at a system boundary.
rate_limit: be a good client
rl = rate_limit(90, per=60.0, burst=10) # 90 calls/min, bursts of 10
@rl
async def embed(text): ...
Token bucket; throttled calls wait by default (roughly FIFO). Set max_wait to fail fast with RateLimited instead.
bulkhead: contain the blast radius
bh = bulkhead(20, max_wait=0) # at most 20 in flight, reject the 21st
@bh
async def render_report(): ...
fallback: degrade, don't die
@fallback(lambda exc: CACHED_ANSWER, on=(ConnectionError, CircuitOpen))
async def recommendations(user): ...
hedge: fix the p99, not the median
@hedge(delay=0.8, max_hedges=1)
async def complete(prompt): ... # if slow after 800ms, race a duplicate call
The first success wins; losers are cancelled ("The Tail at Scale"). For idempotent async calls only.
Composition: the whole point
Stack decorators (innermost runs closest to the call), or name the stack once and reuse it:
from nopanic import compose, fallback, retry, circuit_breaker, timeout, backoff, CircuitOpen
llm = circuit_breaker(failure_threshold=0.5, min_calls=8, reset_timeout=20.0, name="llm")
resilient = compose( # first = outermost
fallback(lambda e: "Sorry, try again later.", on=(ConnectionError, CircuitOpen, TimeoutError)),
retry(attempts=3, on=(ConnectionError, TimeoutError), backoff=backoff.full_jitter(0.2)),
llm,
timeout(30.0),
)
@resilient
async def ask(prompt: str) -> str: ...
Reading inside-out: each attempt gets 30s -> outcomes feed the breaker -> transient failures retry with jitter -> anything left becomes a graceful answer.
Design principles
- Zero dependencies. A resilience library must not be a reliability risk itself.
- Sync and async are equals. One API; the wrapper flavour is chosen at decoration time, not per call.
- No wrapper exceptions. Your
except ConnectionError:keeps working; policies only add their own precise signals (CircuitOpen,BulkheadFull,RateLimited). - Composition over configuration. Small orthogonal policies +
compose, instead of one mega-object with 40 kwargs. - Testable time. Breakers and rate limiters take an injectable
clock, so your test suite never sleeps.
Roadmap
on_eventobservability hooks with OpenTelemetry helpers- Adaptive (AIMD) rate limiting driven by 429/
Retry-After - Cache policy (stale-while-revalidate fallback)
- Trio/AnyIO support
Security & hardening
- Zero runtime dependencies means no transitive supply chain; CI runs
pip-audit, ruff's flake8-bandit rules and apython -Osmoke check (noassertin library code). - All numeric parameters reject NaN/infinity/booleans at construction time: a bad config fails at import, not by silently never tripping a breaker in production.
- Observability hooks (
before_sleep,on_state_change) can never break the call they observe: their exceptions are logged and suppressed. hedgecancels and reaps losing attempts, leaving no orphaned tasks and no "exception was never retrieved" noise.- Under untrusted load, set
max_waitonrate_limit/bulkheadso backpressure becomes fast failure instead of unbounded queueing.
Vulnerability reports: see SECURITY.md. Contributions: CONTRIBUTING.md.
For AI coding agents
A compact, machine-oriented API reference lives in llms.txt. Point your agent at it for the full surface in one read.
Development
pip install -e .[dev]
pytest
ruff check .
mypy src
License
MIT.
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