High-performance async queue backed by a Cython ring buffer
Project description
ringq
High-performance async queue backed by a Cython ring buffer. Drop-in replacement for asyncio.Queue with optional eviction, deduplication, and JSON validation.
Why ringq?
- Faster than
asyncio.Queue— Cython ring buffer with power-of-2 bitmask indexing, zero Python overhead in the hot path. 10–50% faster depending on configuration. - Eviction policies — bounded queues that never block: discard the oldest item or silently reject the newest.
- Built-in deduplication — drop or replace duplicates by value or custom key, without maintaining a separate set.
- JSON validation — catch non-serializable data at enqueue time, not when you try to send it downstream.
- Drop-in compatible — same interface as
asyncio.Queue, includingshutdown()(Python 3.13+),task_done(), andjoin(). - Zero runtime dependencies — optional
orjsonfor faster full validation.
Install
pip install ringq
Optional: install orjson for faster validate="full" mode:
pip install ringq orjson
Quick start
import asyncio
from ringq import Queue
async def main():
# Basic FIFO (same as asyncio.Queue)
q = Queue()
await q.put("hello")
print(await q.get()) # "hello"
# Bounded with eviction (discard oldest when full)
q = Queue(maxsize=100, eviction=True)
# Deduplication — drop new duplicates
q = Queue(maxsize=100, dedup=True)
# Deduplication — replace existing with new value
q = Queue(maxsize=100, dedup="replace", key=lambda x: x["id"])
# JSON validation
q = Queue(validate=True)
q.put_nowait({"key": "value"}) # OK
# q.put_nowait(set()) # raises TypeError
asyncio.run(main())
Features
Eviction policies
Control what happens when a bounded queue is full.
# Default: raise QueueFull (same as asyncio.Queue)
q = Queue(maxsize=100)
# Discard oldest item to make room for the new one
q = Queue(maxsize=100, eviction=True) # or eviction="old"
# Silently reject the new item, never blocks
q = Queue(maxsize=100, eviction="new")
With eviction="old", put() and put_nowait() never block or raise QueueFull — the oldest item is evicted automatically. With eviction="new", the new item is silently dropped and put_nowait() returns False.
Deduplication
Prevent duplicate items from accumulating in the queue.
# Drop duplicates — keep the original, reject the new one
q = Queue(dedup=True) # or dedup="drop"
q.put_nowait("a") # True
q.put_nowait("a") # False (duplicate dropped)
# Replace duplicates — update the value in-place
q = Queue(dedup="replace")
q.put_nowait("old_value") # True
q.put_nowait("old_value") # True (original replaced)
# Custom key function — deduplicate by a specific field
q = Queue(dedup="replace", key=lambda x: x["id"])
q.put_nowait({"id": 1, "status": "pending"})
q.put_nowait({"id": 1, "status": "done"}) # replaces previous
print(q.get_nowait()) # {"id": 1, "status": "done"}
put_nowait() returns True if the item was inserted, False if it was dropped as a duplicate.
JSON validation
Catch non-JSON-serializable data at enqueue time.
# Fast mode (Cython, type checks only — no serialization)
q = Queue(validate=True) # or validate="fast"
q.put_nowait({"key": [1, 2]}) # OK
q.put_nowait({1: "value"}) # TypeError — dict keys must be strings
# Full mode (actual JSON serialization via orjson or stdlib json)
q = Queue(validate="full")
q.put_nowait({"key": "value"}) # OK
q.put_nowait(set()) # TypeError
Fast mode checks basic types recursively via Cython (None, bool, int, float, str, list, tuple, dict with string keys). Full mode performs an actual serialization round-trip and accepts anything that json.dumps (or orjson.dumps) accepts.
Combining features
All features compose freely:
# Bounded queue with eviction, dedup by key, and JSON validation
q = Queue(
maxsize=1000,
eviction=True,
dedup="replace",
key=lambda x: x["id"],
validate=True,
)
Shutdown
Gracefully shut down a queue, compatible with Python 3.13+ asyncio.Queue.shutdown().
# Graceful — allow consumers to drain remaining items
q.shutdown()
# q.put_nowait(item) # raises QueueShutDown
await q.get() # returns remaining items, then raises QueueShutDown
# Immediate — discard all items, cancel all waiters
q.shutdown(immediate=True)
Statistics
Track eviction and deduplication counters:
q = Queue(maxsize=2, eviction=True, dedup=True)
q.put_nowait("a")
q.put_nowait("b")
q.put_nowait("c") # evicts "a"
q.put_nowait("c") # duplicate dropped
print(q.stats())
# {
# "evictions": 1,
# "dedup_drops": 1,
# "dedup_replacements": 0,
# "invalidated_skips": 0,
# "maxsize": 2,
# }
API reference
Constructor
Queue(
maxsize=0,
*,
eviction=False, # False | True | "old" | "new"
dedup=False, # False | True | "drop" | "replace"
key=None, # callable(item) -> hashable key
validate=False, # False | True | "fast" | "full"
)
| Parameter | Type | Default | Description |
|---|---|---|---|
maxsize |
int |
0 |
Maximum number of items. 0 = unbounded. |
eviction |
bool | str |
False |
True/"old": evict oldest. "new": reject newest. |
dedup |
bool | str |
False |
True/"drop": drop duplicates. "replace": update in-place. |
key |
callable |
None |
Extract dedup key from items. Requires dedup to be enabled. |
validate |
bool | str |
False |
True/"fast": Cython basic type check. "full": actual JSON serialization round-trip. |
Methods
| Method | Returns | Raises | Description |
|---|---|---|---|
put_nowait(item) |
bool |
QueueFull, QueueShutDown |
Insert item. Returns True if inserted, False if dropped. |
get_nowait() |
item | QueueEmpty, QueueShutDown |
Remove and return next item. |
await put(item) |
bool |
QueueShutDown |
Async put. Waits if bounded and full (unless eviction enabled). |
await get() |
item | QueueShutDown |
Async get. Waits if empty. |
peek_nowait() |
item | QueueEmpty |
Return next item without removing it. |
task_done() |
None |
ValueError |
Mark a retrieved item as processed. |
await join() |
None |
— | Wait until all items have been processed (task_done() called for each). |
clear() |
None |
— | Remove all items and reset unfinished task counter. |
shutdown(immediate=False) |
None |
— | Shut down the queue. Idempotent. |
stats() |
dict |
— | Return {"evictions", "dedup_drops", "dedup_replacements", "invalidated_skips", "maxsize"}. |
qsize() / len(q) |
int |
— | Number of items currently in the queue. |
empty() |
bool |
— | True if the queue is empty. |
full() |
bool |
— | True if bounded and at capacity. Always False for unbounded queues. |
maxsize (property) |
int |
— | The queue's capacity (from constructor). |
Exceptions
| Exception | When raised |
|---|---|
QueueEmpty |
get_nowait() on an empty queue |
QueueFull |
put_nowait() on a full bounded queue (without eviction) |
QueueShutDown |
put()/get() after shutdown() |
All exceptions are importable from ringq:
from ringq import Queue, QueueEmpty, QueueFull, QueueShutDown
Migrating from asyncio.Queue
ringq is a drop-in replacement. Change one import:
-from asyncio import Queue
+from ringq import Queue
Existing code continues to work. To take advantage of new features, add keyword arguments:
# Before (asyncio.Queue)
q = asyncio.Queue(maxsize=100)
# After (ringq — same behavior, faster)
q = Queue(maxsize=100)
# After (ringq — with features)
q = Queue(maxsize=100, eviction=True, dedup="replace", key=lambda x: x["id"])
Behavioral difference: put_nowait() returns bool (always True for standard FIFO usage) instead of None.
Benchmarks
1,000,000 put_nowait + 1,000,000 get_nowait operations, Python 3.14, Linux x86_64:
| Configuration | asyncio.Queue | ringq | Speedup |
|---|---|---|---|
| Unbounded | 5.2M ops/s | 8.3M ops/s | 1.6x |
| Bounded (maxsize=1000) | 4.7M ops/s | 9.0M ops/s | 1.9x |
| Eviction old (maxsize=1000) | — | 7.6M ops/s | — |
| Eviction new (maxsize=1000) | — | 9.5M ops/s | — |
| Dedup drop (maxsize=1000) | — | 7.0M ops/s | — |
| Dedup replace (maxsize=1000) | — | 5.0M ops/s | — |
| Validate fast | — | 3.7M ops/s | — |
| Validate full | — | 2.4M ops/s | — |
Run benchmarks yourself:
uv run python benchmarks/run.py
Development
Setup
git clone https://github.com/cutient/ringq.git
cd ringq
uv sync --extra dev
Test
uv run pytest tests/ -v
Benchmark
uv run python benchmarks/run.py
License
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