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Awesome-LLMOps

🎉 An awesome & curated list of best LLMOps tools.
https://github.com/InftyAI/Awesome-LLMOps

Last synced: 20 days ago
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Inference

Inference Engine

  • OpenVINO - commit/openvinotoolkit/openvino?color=green)
  • Triton Inference Server - inference-server/server.svg?style=flat&color=green)
  • Text Generation Inference - generation-inference.svg?style=flat&color=green)
  • web-llm - performance In-browser LLM Inference Engine.
  • DeepSpeed-MII - latency and high-throughput inference possible, powered by DeepSpeed.
  • Petals - style. Fine-tuning and inference up to 10x faster than offloading

Inference Platform

  • BentoML - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!

Orchestration

Agent Framework

  • CAMEL - agent framework. Finding the Scaling Law of Agents.

Runtime

Chatbot

  • Gradio - app/gradio.svg?style=flat&color=green)

Database

  • deeplake - time to PyTorch/TensorFlow.

Observation

  • wandb - tune models, and manage models from experimentation to production.

Training

FineTune

  • EasyLM - training, finetuning, evaluating and serving LLMs in JAX/Flax.
  • LMFlow - commit/optimalscale/lmflow?color=green)

Framework

  • ColossalAI - commit/hpcaitech/ColossalAI?color=green)
  • Ludwig - code framework for building custom LLMs, neural networks, and other AI models.
  • AXLearn - commit/apple/axlearn?color=green)

Workflow

  • ZenML - io/zenml.svg?style=flat&color=green)
  • Ray - project/ray.svg?style=flat&color=green)
  • Polyaxon - commit/polyaxon/polyaxon?color=green)