Compatibility Matrix

The tables below show mutually exclusive features and the support on some hardware.

Note

Check the ‘✗’ with links to see tracking issue for unsupported feature/hardware combination.

Feature x Feature

Feature	CP	APC	LoRA	prmpt adptr	SD	CUDA graph	pooling	enc-dec	logP	prmpt logP	async output	multi-step	mm	best-of	beam-search	guided dec
CP
APC	✅
LoRA	✗	✅
prmpt adptr	✅	✅	✅
SD	✅	✅	✗	✅
CUDA graph	✅	✅	✅	✅	✅
pooling	✗	✗	✗	✗	✗	✗
enc-dec	✗	✗	✗	✗	✗	✅	✅
logP	✅	✅	✅	✅	✅	✅	✗	✅
prmpt logP	✅	✅	✅	✅	✗	✅	✗	✅	✅
async output	✅	✅	✅	✅	✗	✅	✗	✗	✅	✅
multi-step	✗	✅	✗	✅	✗	✅	✗	✗	✅	✗	✅
mm	✅	✗	✗	?	?	✅	✅	✅	✅	✅	✅	?
best-of	✅	✅	✅	✅	✗	✅	✗	✅	✅	✅	?	✗	✅
beam-search	✅	✅	✅	✅	✗	✅	✗	✅	✅	✅	?	✗	?	✅
guided dec	✅	✅	?	?	✅	✅	✗	?	✅	✅	✅	✗	?	✅	✅

Feature x Hardware

Feature	Volta	Turing	Ampere	Ada	Hopper	CPU	AMD
CP	✗	✅	✅	✅	✅	✅	✅
APC	✗	✅	✅	✅	✅	✅	✅
LoRA	✅	✅	✅	✅	✅	✅	✅
prmpt adptr	✅	✅	✅	✅	✅	✗	✅
SD	✅	✅	✅	✅	✅	✅	✅
CUDA graph	✅	✅	✅	✅	✅	✗	✅
pooling	✅	✅	✅	✅	✅	✅	?
enc-dec	✅	✅	✅	✅	✅	✅	✗
mm	✅	✅	✅	✅	✅	✅	✅
logP	✅	✅	✅	✅	✅	✅	✅
prmpt logP	✅	✅	✅	✅	✅	✅	✅
async output	✅	✅	✅	✅	✅	✗	✗
multi-step	✅	✅	✅	✅	✅	✗	✅
best-of	✅	✅	✅	✅	✅	✅	✅
beam-search	✅	✅	✅	✅	✅	✅	✅
guided dec	✅	✅	✅	✅	✅	✅	✅