Feature Combination Matrix

Feature	Overlap Scheduler	CUDA Graph	Tensor Parallelism	Pipeline Parallelism	Expert Parallelism	Helix Parallelism	Attention Data Parallelism	Disaggregated Serving	Chunked Prefill	Speculative Decoding — Linear	Speculative Decoding — Dynamic Trees	Speculative Decoding — Legacy Path (NGram, user-provided)	Torch Sampler	TLLM C++ Sampler	KV Cache Reuse	Sliding Window Attention	Logits Post Processor	Guided Decoding	LoRA
Overlap Scheduler	—
CUDA Graph	Yes	—
Tensor Parallelism	Yes	Yes	—
Pipeline Parallelism	Yes	Yes	Yes	—
Expert Parallelism	Yes	Yes	Yes	Yes	—
Helix Parallelism	Untested	Yes	Yes	Yes	Yes	—
Attention Data Parallelism	Yes	Yes	Yes	Yes	Yes	Known issues	—
Disaggregated Serving	Yes	Yes	Yes	Yes	Yes	Yes	Yes	—
Chunked Prefill	Yes	Yes	Yes	Untested	Yes	Yes	Yes	Yes	—
Speculative Decoding — Linear	Yes	Yes	Yes	No	Yes	No	Yes	Yes	Yes	—
Speculative Decoding — Dynamic Trees	Yes	Yes	Yes	No	Yes	No	Yes	Yes	Yes	No	—
Speculative Decoding — Legacy Path (NGram, user-provided)	Yes	Yes	Yes	No	Yes	No	Yes	Yes	Yes	No	No	—
Torch Sampler	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	—
TLLM C++ Sampler	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	No	No	No	No	—
KV Cache Reuse	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	—
Sliding Window Attention	Yes	Yes	Yes	Yes	Yes	Untested	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	—
Logits Post Processor	Yes	Yes	Yes	Yes	Yes	Yes	Yes	No	Yes	No	No	No	Yes	Yes	Yes	Yes	—
Guided Decoding	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	—
LoRA	Yes	Yes	Yes	Yes	Untested	Untested	Untested	Untested	Yes	Untested	Untested	Untested	Yes	Yes	Yes	Yes	Yes	Untested	—