RTQueue 1.1

This is a package for LossyQueue module

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 None if 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 NULL on 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: true if successful, false if 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).

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: true if successful, false if 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() and try_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