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A high-throughput and memory-efficient inference and serving engine for LLMs

Mirrored from https://github.com/tduncan-lum/Nvidia-Optimization-Stack---VLLM.git

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[Doc] Update compatibility matrix for pooling and multimodal models (#21831)

Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>

Cyrus Leung committed Jul 29, 2025 at 21:29 UTC ab714131e4a83469e8bebaf456853aa73b51324d
1 file changed +7 -5
docs/features/compatibility_matrix.md
+7 -5
@@ -34,23 +34,25 @@ th:not(:first-child) {
34 }
35 </style>
36
37 -| Feature | [CP][chunked-prefill] | [APC](automatic_prefix_caching.md) | [LoRA](lora.md) | [SD](spec_decode.md) | 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 |
37 +| Feature | [CP][chunked-prefill] | [APC](automatic_prefix_caching.md) | [LoRA](lora.md) | [SD](spec_decode.md) | CUDA graph | [pooling](../models/pooling_models.md) | <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 |
38 |---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
39 | [CP][chunked-prefill] | ✅ | | | | | | | | | | | | | | |
40 | [APC](automatic_prefix_caching.md) | ✅ | ✅ | | | | | | | | | | | | | |
41 | [LoRA](lora.md) | ✅ | ✅ | ✅ | | | | | | | | | | | | |
42 | [SD](spec_decode.md) | ✅ | ✅ | ❌ | ✅ | | | | | | | | | | |
43 | CUDA graph | ✅ | ✅ | ✅ | ✅ | ✅ | | | | | | | | | |
44 -| <abbr title="Pooling Models">pooling</abbr> | ❌ | ❌ | ❌ | ❌ | ❌ | ✅ | | | | | | | | |
44 +| [pooling](../models/pooling_models.md) | ✅\* | ✅\* | ✅ | ❌ | ✅ | ✅ | | | | | | | | |
45 | <abbr title="Encoder-Decoder Models">enc-dec</abbr> | ❌ | [❌](gh-issue:7366) | ❌ | [❌](gh-issue:7366) | ✅ | ✅ | ✅ | | | | | | | |
46 | <abbr title="Logprobs">logP</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | | | | | | |
47 | <abbr title="Prompt Logprobs">prmpt logP</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ✅ | ✅ | | | | | |
48 | <abbr title="Async Output Processing">async output</abbr> | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | | | | |
49 | multi-step | ❌ | ✅ | ❌ | ❌ | ✅ | ❌ | ❌ | ✅ | ✅ | ✅ | ✅ | | | |
50 -| <abbr title="Multimodal Inputs">mm</abbr> | ✅ | [🟠](gh-pr:8348) | [🟠](gh-pr:4194) | ❔ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ✅ | | |
50 +| [mm](multimodal_inputs.md) | ✅ | ✅ | [🟠](gh-pr:4194) | ❔ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ✅ | | |
51 | best-of | ✅ | ✅ | ✅ | [❌](gh-issue:6137) | ✅ | ❌ | ✅ | ✅ | ✅ | ❔ | [❌](gh-issue:7968) | ✅ | ✅ | |
52 | beam-search | ✅ | ✅ | ✅ | [❌](gh-issue:6137) | ✅ | ❌ | ✅ | ✅ | ✅ | ❔ | [❌](gh-issue:7968) | ❔ | ✅ | ✅ |
53
54 +\* Chunked prefill and prefix caching are only applicable to last-token pooling.
55 +
56 [](){ #feature-x-hardware }
57
58 ## Feature x Hardware
@@ -62,9 +64,9 @@ th:not(:first-child) {
64 | [LoRA](lora.md) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ |
65 | [SD](spec_decode.md) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
66 | CUDA graph | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ✅ | ❌ |
65 -| <abbr title="Pooling Models">pooling</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❌ |
67 +| [pooling](../models/pooling_models.md) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
68 | <abbr title="Encoder-Decoder Models">enc-dec</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ |
67 -| <abbr title="Multimodal Inputs">mm</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
69 +| [mm](multimodal_inputs.md) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
70 | <abbr title="Logprobs">logP</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
71 | <abbr title="Prompt Logprobs">prmpt logP</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ |
72 | <abbr title="Async Output Processing">async output</abbr> | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❌ |