Ray alternatives

The 12 products closest to Ray in what they do and who they're for, best match first.

Strata — Runs large AI models locally on consumer gaming PCs without server reliance. (Code, Free)
Flyte — Resumes failed tasks automatically from the exact point of interruption. (Code, Free)
Together AI — Fast serverless inference and GPU clusters with transparent token pricing. (Code, Paid)
rLLM — Enables reinforcement learning training for AI agents with minimal code changes. (Code, Free)
ART — Enhances LLM agent performance and reliability using reinforcement learning techniques. (Code, Free)
GPUStack — Unifies AI model serving and GPU compute management across heterogeneous hardware. (Code, Free)
LMDeploy — Accelerates inference with high-performance engines and quantization tools. (Code, Free)
Genkit — Provides unified APIs and local developer tools for AI application workflows. (Code, Free)
Rigmark — Measures local AI performance with reproducible, agent-like workloads. (Code, Free)
SwanLab — Tracks training metrics and system performance with minimal code integration. (Code, Freemium)
fal — Access 1,000+ generative models and high-performance serverless GPUs. (Code, Paid)
MLflow — Complete observability and evaluation for production AI apps. (Code, Free)