Nebuly's Optimate is a legacy collection of libraries for AI model optimization, focusing on Speedster, Nos, and ChatLLaMA components. Repository activity is low in recent updates, with latest pushes in 2024.
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What it is
Optimate is a collection of libraries designed to help optimize AI models. It includes components such as Speedster for inference cost reduction, Nos for dynamic Kubernetes GPU cluster partitioning and quota management, and ChatLLaMA for fine-tuning optimization and RLHF alignment.
How it works
The README describes three main tools:
- Speedster: reduce inference costs by leveraging SOTA optimization techniques that best couple your AI models with the underlying hardware (GPUs and CPUs).
- Nos: reduce infrastructure costs by leveraging real-time dynamic partitioning and elastic quotas to maximize the utilization of your Kubernetes GPU cluster.
- ChatLLaMA: reduce hardware and data costs by leveraging fine-tuning optimization techniques and RLHF alignment.
Getting started
The README provides a high-level overview and links to official documentation for starting points, but does not include explicit installation or usage commands in the provided excerpt. The project is in a legacy phase and is not actively maintained.
Recent releases
- chatllama0.0.4 ChatLLaMA 0.0.4 (2023-03-27): Release notes indicate major release adding support to efficient training using LoRA. New Features mention HF-based models training with LoRA.
- chatllama0.0.3 ChatLLaMA 0.0.3 (2023-03-27): Major release expanding support to distributed training. New Features mention training log file generation.
- v0.9.0 Nebullvm 0.9.0 Release Notes (2023-03-21): Major release adding support for diffusion model optimization; new feature adds support for diffusers UNet.
- v0.8.1 nebullvm 0.8.1 Release Notes (2023-02-15): Minor release fixing multiple bugs; new features include Auto-Installer API changes and ONNX Runtime TensorRT Execution Provider support.
- v0.8.0 nebullvm 0.8.0 Release Notes (2023-01-23): Major release with bug fixes and two new functions for loading and saving models.
Traction
The repository has 8330 stars. It also has 618 forks and 110 open issues as listed.
Behind the repo
Nebuly AI is the organization behind Optimate, with a broader focus on AI model optimization tools and the Nebuly platform. The repository describes that Optimate is an open-source project developed by Nebuly AI but is not actively maintained.
Caveats
- License: Apache-2.0
- Created: 2022-02-12
- Last push: 2024-07-22
- Language: Python
- Notes: The README states the project is in a legacy phase and not actively maintained; official support and updates are not provided.