OUTERPORT ENGINE
Instant Infrastructure for AI
Scale out your AI infrastructure with zero-downtime updates, hot-swappable models, and intelligent caching. Built in Rust for performance and reliability.
How It Works
import outerport
# Load model weights with automatic caching and device mapping
tensors = outerport.load_model("llama-3.1-8b-instruct.safetensors")
# Load second model from disk, automatic cache eviction
tensors_2 = outerport.load_model("gemma-9b.safetensors")
# (Optional) Explicit cache eviction
cache_id = offload_to_ram(tensors)
# Instantly swap back to first model from RAM
tensors_1 = load_from_ram(cache_id)
System Architecture
Distributed Cache Layer
Intelligent caching system that manages model weights across your infrastructure, enabling instant model swapping and optimal resource utilization.
Hot-Swap Engine
Zero-downtime model updates and seamless switching between different models without service interruption.
Framework Integration
Native support for popular ML frameworks and serving solutions, with built-in optimizations for PyTorch and CUDA.
Works With Your Stack
Seamlessly integrate with popular ML frameworks and serving solutions
Framework Compatibility
Ready to go with torch.compile
Seamlessly works with PyTorch's latest compilation features.
CUDA Graph Compatible
Keep your existing CUDA Graph optimizations while adding our intelligent caching layer on top.
Key Features
Intelligent caching layer
Distributed caching system optimized for AI models, tensors, and KV caches. Automatically manage model weights across your infrastructure.
Instant model swapping
Switch between models in seconds with our intelligent caching layer. Perfect for LoRAs, workflows, AI agents, and multi-model applications.
Distributed inference
Scale horizontally across GPU clusters while maintaining consistent performance.
Zero-downtime updates
Update models and configurations without service interruption. Rolling updates and automatic version management.
Infrastructure agnostic
Deploy on AWS, GCP, Azure or on-premise. Full control over your infrastructure with our cloud-native architecture.
Cost optimization
Intelligent resource allocation and caching reduces GPU costs by up to 40%.
Get access
immediately.
Trusted by financial services and leading research institutions. Built by a team that built AI and GPU systems at NVIDIA, Meta, LinkedIn.
Contact us at: info@outerport.com