Performance

Use these guides when throughput, memory, placement, or large-model training efficiency becomes the bottleneck.

Guide	What you get
Auto Placement	Auto-select the best placement for a workload.
Dynamic Scheduling	Dynamically schedule resources during training.
Profiling	System-level profiling of Ray worker processes.
5D Parallelism	Configure 5D parallelism for large models.
LoRA	Train with LoRA adapters.
Env Decoupled Mode	Decouple Env Workers from Rollout Workers for dynamic embodied rollout scheduling.