rds_02.py

from redis_data_structures import RingBuffer, BloomFilter

# Ring Buffer for metrics collection
metrics = RingBuffer(capacity=1000)
metrics.push("system.metrics", {
    "cpu_usage": 75.5,
    "memory_used": 1024 * 1024 * 1024,
    "timestamp": datetime.now()
})

# Bloom Filter for efficient duplicate detection
seen = BloomFilter(expected_elements=1000000, false_positive_rate=0.01)
seen.add("dedup_filter", "user_action_123")
is_duplicate = seen.contains("dedup_filter", "user_action_123")