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MLOps Deploy Solutions with Rust

License: Creative Commons Zero v1.0 Universal

Shell 1.16% C++ 3.54% Python 0.24% Rust 3.53% Makefile 89.08% CMake 2.11% Dockerfile 0.33%

rusty-deploy's Introduction

Rust Deployment Experiments

My hypothesis is RUST is the ideal language for LLMOPs, NOT PYTHON.

Workflows to Prove Out for Rust MLOps Deployment

Distroless

Rust T5 Model
PyTorch Distroless Pre-Trained Model

11 10-pytorch-pretrained-models

Hugging Face Distroless Pre-Trained Model

Binary Deployment

  • Statically Linked ONNX to Rust Binary
  • Statically Linked PyTorch to Rust Binary
  • Statically Linked HuggingFace to Rust Binary

References

rusty-deploy's People

Contributors

noahgift avatar

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