NVIDIA Triton Inference Server
NVIDIA Triton Inference Server
Triton Inference Server is an open-source inference serving software that helps standardize model deployment and execution across every workload. It provides a cloud and edge inferencing solution optimized for both CPUs and GPUs.
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Key Features:
- Multi-framework support (TensorFlow, PyTorch, ONNX, etc.)
- Dynamic batching
- Model versioning and A/B testing
- Concurrent model execution
- Metrics and health endpoints
- HTTP/gRPC and C API
AI Development Benefits:
- Simplified model deployment
- High-performance inference serving
- Scalable architecture
- Production-ready features
- Integration with Kubernetes
- Support for ensemble models
Use Cases:
- Large-scale AI inference
- Real-time applications
- Edge deployment
- Microservices architecture
- Multi-model serving