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ONNX RUNTIME
Cross-platform high performance ML inferencing and training accelerator
21.6k starsMIT
ABOUT
Deploying machine learning models efficiently across different hardware and platforms requires significant optimization work. ONNX Runtime solves this by providing a unified inference engine that accelerates model execution on CPUs, GPUs, and specialized accelerators with minimal code changes.
INSTALL
pip install onnxruntime
# For GPU support:
# pip install onnxruntime-gpu
INTEGRATION GUIDE
1. Accelerate transformer model inference for production LLM serving pipelines
2. Deploy optimized models across cloud, edge, and mobile devices from a single format
3. Reduce inference latency and cost by leveraging hardware-specific graph optimizations
4. Train models with mixed precision and distributed training support
TAGS
pythonc++inferenceoptimizationcross-platformaccelerator