vllm/docs/features/compatibility_matrix.md

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---
title: Compatibility Matrix
---
[](){ #compatibility-matrix }
The tables below show mutually exclusive features and the support on some hardware.
The symbols used have the following meanings:
- ✅ = Full compatibility
- 🟠 = Partial compatibility
- ❌ = No compatibility
- ❔ = Unknown or TBD
!!! note
Check the ❌ or 🟠 with links to see tracking issue for unsupported feature/hardware combination.
## Feature x Feature
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| Feature | [CP][chunked-prefill] | [APC][automatic-prefix-caching] | [LoRA][lora-adapter] | <abbr title="Prompt Adapter">prmpt adptr</abbr> | [SD][spec-decode] | CUDA graph | <abbr title="Pooling Models">pooling</abbr> | <abbr title="Encoder-Decoder Models">enc-dec</abbr> | <abbr title="Logprobs">logP</abbr> | <abbr title="Prompt Logprobs">prmpt logP</abbr> | <abbr title="Async Output Processing">async output</abbr> | multi-step | <abbr title="Multimodal Inputs">mm</abbr> | best-of | beam-search |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| [CP][chunked-prefill] | ✅ | | | | | | | | | | | | | | |
| [APC][automatic-prefix-caching] | ✅ | ✅ | | | | | | | | | | | | | |
| [LoRA][lora-adapter] | ✅ | ✅ | ✅ | | | | | | | | | | | | |
| <abbr title="Prompt Adapter">prmpt adptr</abbr> | ✅ | ✅ | ✅ | ✅ | | | | | | | | | | | |
| [SD][spec-decode] | ✅ | ✅ | ❌ | ✅ | ✅ | | | | | | | | | | |
| CUDA graph | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | | | | | | | | | |
| <abbr title="Pooling Models">pooling</abbr> | ❌ | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | | | | | | | | |
| <abbr title="Encoder-Decoder Models">enc-dec</abbr> | ❌ | [](gh-issue:7366) | ❌ | ❌ | [](gh-issue:7366) | ✅ | ✅ | ✅ | | | | | | | |
| <abbr title="Logprobs">logP</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | | | | | | |
| <abbr title="Prompt Logprobs">prmpt logP</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | | | | | |
| <abbr title="Async Output Processing">async output</abbr> | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | | | | |
| multi-step | ❌ | ✅ | ❌ | ✅ | ❌ | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | | | |
| <abbr title="Multimodal Inputs">mm</abbr> | ✅ | [🟠](gh-pr:8348) | [🟠](gh-pr:4194) | ❔ | ❔ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ✅ | | |
| best-of | ✅ | ✅ | ✅ | ✅ | [](gh-issue:6137) | ✅ | ❌ | ✅ | ✅ | ✅ | ❔ | [](gh-issue:7968) | ✅ | ✅ | |
| beam-search | ✅ | ✅ | ✅ | ✅ | [](gh-issue:6137) | ✅ | ❌ | ✅ | ✅ | ✅ | ❔ | [](gh-issue:7968) | ❔ | ✅ | ✅ |
[](){ #feature-x-hardware }
## Feature x Hardware
| Feature | Volta | Turing | Ampere | Ada | Hopper | CPU | AMD |
|-----------------------------------------------------------|--------------------|----------|----------|-------|----------|--------------------|-------|
| [CP][chunked-prefill] | [](gh-issue:2729) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| [APC][automatic-prefix-caching] | [](gh-issue:3687) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| [LoRA][lora-adapter] | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| <abbr title="Prompt Adapter">prmpt adptr</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | [](gh-issue:8475) | ✅ |
| [SD][spec-decode] | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| CUDA graph | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ |
| <abbr title="Pooling Models">pooling</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
| <abbr title="Encoder-Decoder Models">enc-dec</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
| <abbr title="Multimodal Inputs">mm</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| <abbr title="Logprobs">logP</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| <abbr title="Prompt Logprobs">prmpt logP</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| <abbr title="Async Output Processing">async output</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
| multi-step | ✅ | ✅ | ✅ | ✅ | ✅ | [](gh-issue:8477) | ✅ |
| best-of | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
| beam-search | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
!!! note
Please refer to [Feature support through NxD Inference backend][feature-support-through-nxd-inference-backend] for features supported on AWS Neuron hardware