RTQueue - Lock-Free SPMC Queue
A high-performance, lock-free Single Producer Multiple Consumers (SPMC) queue implementation for real-time applications. The queue is "lossy" by design - when full, the producer automatically drops the oldest items to make room for new ones, ensuring non-blocking operation.
Features
- Lock-free: Uses atomic operations for thread-safe access without locks
- SPMC: Single producer, multiple consumers architecture
- Lossy by design: Automatically drops old items when full to maintain real-time performance
- Cache-aligned: Internal structure optimized to prevent false sharing
- Cross-platform: Supports Linux, macOS, Windows, and FreeBSD
- Dual API: Available as both C library and Python module
Requirements
Python
- Python 3.6 or higher
- C11-compatible compiler
C
- C11-compatible compiler with atomics support
- CMake 3.10 or higher (for building tests and benchmarks)
Installation
Python Module
Install directly from source:
pip install .
Or for development:
pip install -e .
C Library
Include the source files directly in your project:
#include "src/SPMCQueue.h"
Link with src/SPMCQueue.c during compilation.
For building tests and benchmarks:
mkdir build
cd build
cmake ..
make
Python API
Basic Usage
from LossyQueue import LossyQueue
# Create a queue (size must be a power of 2)
queue = LossyQueue(64)
# Producer: Put items into the queue
queue.put("message 1")
queue.put("message 2")
queue.put({"key": "value"})
# Consumer: Get items from the queue
item = queue.get() # Returns the item or None if queue is empty
if item is not None:
print(f"Received: {item}")
Multi-threaded Example
from LossyQueue import LossyQueue
import threading
import time
queue = LossyQueue(256)
def producer():
"""Single producer thread"""
for i in range(1000):
queue.put(f"message-{i}")
time.sleep(0.001)
def consumer(name):
"""Multiple consumer threads"""
while True:
item = queue.get()
if item is not None:
print(f"{name} received: {item}")
else:
time.sleep(0.001)
# Start producer
producer_thread = threading.Thread(target=producer)
producer_thread.start()
# Start multiple consumers
consumers = []
for i in range(3):
t = threading.Thread(target=consumer, args=(f"Consumer-{i}",), daemon=True)
t.start()
consumers.append(t)
producer_thread.join()
API Reference
LossyQueue(size)
Constructor to create a new queue.
- Parameters:
size(int): Queue capacity. Must be a power of 2 (e.g., 64, 128, 256, 1024).
- Raises:
ValueError: If size is not a power of 2.RuntimeError: If queue initialization fails.
put(item)
Add an item to the queue. If the queue is full, automatically removes the oldest item.
- Parameters:
item: Any Python object to store in the queue.
- Returns: None
put_many(items)
Add multiple items to the queue. If the queue is full, automatically removes the oldest items so every supplied item is enqueued.
- Parameters:
items: Any iterable of Python objects to store in the queue.
- Raises:
ValueError: If the iterable contains more items than the queue capacity.
- Returns: None
get()
Retrieve and remove an item from the queue.
- Returns: The next item from the queue, or
Noneif the queue is empty.
C API
Basic Usage
#include <stdio.h>
#include "SPMCQueue.h"
int main() {
// Create a queue (size must be a power of 2)
SPMCQueue* queue = create_queue(64);
if (queue == NULL) {
fprintf(stderr, "Failed to create queue\n");
return 1;
}
// Push items
int value1 = 42;
int value2 = 100;
if (try_push(queue, &value1)) {
printf("Pushed value1\n");
}
if (try_push(queue, &value2)) {
printf("Pushed value2\n");
}
// Pop items
void* item;
if (try_pop(queue, &item)) {
printf("Popped: %d\n", *(int*)item);
}
// Clean up
destroy_queue(queue);
return 0;
}
Multi-threaded Example
#include <pthread.h>
#include <stdio.h>
#include <stdint.h>
#include "SPMCQueue.h"
#define QUEUE_SIZE 1024
#define NUM_CONSUMERS 4
SPMCQueue* queue;
void* producer_thread(void* arg) {
for (uintptr_t i = 0; i < 10000; i++) {
while (!try_push(queue, (void*)i)) {
// Queue full, try again (or handle overflow)
}
}
return NULL;
}
void* consumer_thread(void* arg) {
int id = *(int*)arg;
size_t count = 0;
while (1) {
void* value;
if (try_pop(queue, &value)) {
printf("Consumer %d got: %lu\n", id, (uintptr_t)value);
count++;
}
}
return NULL;
}
int main() {
queue = create_queue(QUEUE_SIZE);
pthread_t prod, cons[NUM_CONSUMERS];
int ids[NUM_CONSUMERS];
// Start consumers
for (int i = 0; i < NUM_CONSUMERS; i++) {
ids[i] = i;
pthread_create(&cons[i], NULL, consumer_thread, &ids[i]);
}
// Start producer
pthread_create(&prod, NULL, producer_thread, NULL);
pthread_join(prod, NULL);
destroy_queue(queue);
return 0;
}
Batch Operations
#include <stdio.h>
#include "SPMCQueue.h"
#define BATCH_SIZE 16
void batch_consumer_example(SPMCQueue* queue) {
void* items[BATCH_SIZE];
// Pop multiple items at once for better performance
size_t count = try_pop_many(queue, items, BATCH_SIZE);
printf("Popped %zu items in one batch\n", count);
for (size_t i = 0; i < count; i++) {
// Process items[i]
printf("Item %zu: %lu\n", i, (uintptr_t)items[i]);
}
}
void batch_producer_example(SPMCQueue* queue) {
void* items[BATCH_SIZE] = {
(void*)1, (void*)2, (void*)3, (void*)4,
(void*)5, (void*)6, (void*)7, (void*)8,
(void*)9, (void*)10, (void*)11, (void*)12,
(void*)13, (void*)14, (void*)15, (void*)16,
};
// Push as many items as will fit in one batch
size_t count = try_push_many(queue, items, BATCH_SIZE);
printf("Pushed %zu items in one batch\n", count);
}
API Reference
SPMCQueue* create_queue(size_t capacity)
Create a new SPMC queue.
- Parameters:
capacity: Queue capacity. Must be a power of 2.
- Returns: Pointer to the queue, or
NULLon failure.
void destroy_queue(SPMCQueue* queue)
Destroy a queue and free its memory.
- Parameters:
queue: Queue to destroy.
bool try_push(SPMCQueue* queue, void* value)
Attempt to push a value onto the queue.
- Parameters:
queue: The queue.value: Pointer to store in the queue.
- Returns:
trueif successful,falseif queue is full.
size_t try_push_many(SPMCQueue* queue, void** values, size_t howmany)
Attempt to push multiple values at once (batch operation).
- Parameters:
queue: The queue.values: Array of pointers to store in the queue.howmany: Maximum number of items to push.
- Returns: Number of items actually pushed (0 to
howmany).
size_t try_push_many_pre(SPMCQueue* queue, void** values, size_t howmany, SPMCPrePushFunc pre_queue, void *cb_arg)
Attempt to push multiple values at once while running a callback for each item that is actually accepted.
- Parameters:
queue: The queue.values: Array of pointers to store in the queue.howmany: Maximum number of items to push.pre_queue: Optional callback invoked after capacity has been confirmed for an item and before that item is made visible to consumers.cb_arg: Opaque callback context pointer passed topre_queue.
- Returns: Number of items actually pushed (0 to
howmany).
bool try_pop(SPMCQueue* queue, void** value)
Attempt to pop a value from the queue.
- Parameters:
queue: The queue.value: Pointer to store the retrieved value.
- Returns:
trueif successful,falseif queue is empty.
size_t try_pop_many(SPMCQueue* queue, void** values, size_t howmany)
Attempt to pop multiple values at once (batch operation).
- Parameters:
queue: The queue.values: Array to store retrieved values.howmany: Maximum number of items to pop.
- Returns: Number of items actually popped (0 to
howmany).
Performance Considerations
- Queue size should be a power of 2 for optimal performance
- Use larger queue sizes to reduce the chance of dropped items
- The
try_push_many()andtry_pop_many()functions are more efficient for high-throughput scenarios - Internal structures are cache-line aligned to prevent false sharing
- No dynamic memory allocation during operation (all allocations happen at queue creation)
License
BSD 2-Clause License
Copyright (c) 2023, Maksym Sobolyev
See LICENSE file for details.
Contributing
Contributions are welcome! Please feel free to submit pull requests or open issues.
Testing
Run Python tests:
python -m pytest python/test_lossyqueue.py
Run C benchmarks:
cd build
make
./spmc_bench_test
Metadata
Release files for RTQueue 1.2
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