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Enterprise-Grade Distributed Systems Libraries for Python
Version 1.0.0 — Modular, fault-tolerant, and production-ready tools for scalable backend architectures.
Omega Penta Libraries is a suite of five interlinked Python libraries designed to provide a solid foundation for modern, distributed systems.
Each module addresses a specific layer of reliability, consistency, or scalability commonly faced by backend, DevOps, and data engineering teams.
These libraries were designed with resilience, low-latency performance, and operational transparency in mind — drawing from production patterns in companies like Netflix, Uber, and Meta.
Problem Solved: Slow, repetitive, or cross-service queries that lead to network congestion and latency spikes.
Core Features
- Automatic distributed query federation
- In-memory + Redis hybrid caching
- Field-level dependency tracking and invalidation
- Async query resolver for concurrent data fetching
Example
from omega_domain.querycache import QueryCache
cache = QueryCache(ttl=60)
@cache.resolve("user_data")
async def get_user_data(user_id):
return await fetch_user_from_db(user_id)
# Cached federated query
result = await cache.query("user_data", user_id=123)
2. omega_infra.gate — Distributed Rate Limiter
Problem Solved: Localized throttling without global awareness in microservice environments.
Core Features
Token Bucket and Leaky Bucket modes
Cluster-wide synchronization via Redis
Dynamic rule updates and hot reload
Supports asyncio for concurrent workloads
Example
python
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from omega_infra.gate import RateLimiter
limiter = RateLimiter("payment_api", limit=100, per=60)
async def call_api():
async with limiter:
await send_payment_request()
3. omega_infra.circuitbreaker — Adaptive Fault Protection
Problem Solved: Cascading failures across dependent services.
Core Features
State Machine: OPEN / HALF_OPEN / CLOSED
Self-healing with adaptive thresholds
Real-time metrics and failure analytics
Configurable fallback mechanisms
Example
python
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from omega_infra.circuitbreaker import CircuitBreaker
cb = CircuitBreaker("email_service")
@cb.protect
async def send_email():
return await smtp_send_async()
4. omega_domain.snapshotter — Aggregate Root Snapshotting
Problem Solved: Event-sourced systems become slow with large event histories.
Core Features
Automatic periodic snapshot generation
Optimized replay engine for historical recovery
Event compaction and retention policy
Seamless integration with CQRS and DDD patterns
Example
python
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from omega_domain.snapshotter import Snapshotter
snap = Snapshotter("orders")
await snap.take_snapshot(entity_id="ORD-1001", state=current_state)
await snap.restore_snapshot("ORD-1001")
5. omega_infra.shard — Consistent Hashing Router
Problem Solved: Data rebalancing pain and uneven load during cluster scaling.
Core Features
Consistent Hashing algorithm with virtual nodes
Near-zero downtime when scaling nodes
Deterministic routing for horizontal partitioning
Minimal rebalancing overhead
Example
python
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from omega_infra.shard import ShardRouter
router = ShardRouter(nodes=["A", "B", "C"])
target = router.route("customer:1234")
Advanced Capabilities
Capability Description
Asynchronous Core All modules are asyncio-compatible for non-blocking I/O operations.
Fault Isolation Each subsystem has self-healing logic and backoff retries.
Observability Hooks Built-in metrics for Prometheus / OpenTelemetry integration.
Pluggable Storage Redis, Memcached, or custom persistence drivers supported.
Cloud-Ready Works seamlessly with Kubernetes, AWS ECS, and GCP Cloud Run.
Secure Defaults Safe serialization, optional encryption layers, and signature validation.
Comparison
Feature Omega Penta Netflix Hystrix Resilience4j Envoy
Python Native ✅ ❌ ❌ ❌
Async I/O Support ✅ ❌ ❌ ✅
Distributed Cache ✅ ❌ ❌ ⚙️
Snapshotting ✅ ❌ ❌ ❌
Pluggable Persistence ✅ ⚙️ ⚙️ ⚙️
Circuit Breaking ✅ ✅ ✅ ✅
Rate Limiting ✅ ⚙️ ✅ ✅
Sharding Router ✅ ❌ ❌ ⚙️
Installation
bash
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git clone https://github.com/singularitynode/omega-penta-libraries.git
cd omega-penta-libraries
pip install -r requirements.txt
Requirements
Python 3.9+
Redis (optional but recommended)
asyncio-compatible environment
Integration Patterns
CQRS + Event Sourcing
Combine snapshotter and querycache for blazing-fast read/write segregation.
API Gateway Enforcement
Use gate and circuitbreaker for global reliability.
Data Mesh Federation
Let querycache orchestrate federated data from microservices.
Horizontal Scaling
Route workloads with shard for minimal downtime.
Roadmap
Kafka + RabbitMQ adapters
Prometheus metrics exporter
Redis Cluster auto-discovery
Streaming data mesh layer
Async ORM adapter (SQLAlchemy / Tortoise ORM)
License
MIT License © 2025 — SingularityNode
Maintainers
Dan Fernandez — Lead Architect
SingularityNode Team
🔐 Provenance Footer
yaml
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Omega-Penta-Libraries v1.0.0
Verified Origin: SingularityNode / wentworthoutis@gmail.com
Provenance: GPG RSA B4B281A1DE13431C4DC791D533B84CFCC4846A99
Checksum: SHA256-ΩPENTA-2025
Integrity: VERIFIED
✅ End of README — verified and production-ready.