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[Doc][2/N] Reorganize Models and Usage sections (#11755)

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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
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Cyrus Leung
2025-01-06 21:40:31 +08:00
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(compatibility-matrix)=
# 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
```{raw} html
<style>
/* Make smaller to try to improve readability */
td {
font-size: 0.8rem;
text-align: center;
}
th {
text-align: center;
font-size: 0.8rem;
}
</style>
```
```{list-table}
:header-rows: 1
:stub-columns: 1
:widths: auto
* - 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
- <abbr title="Guided Decoding">guided dec</abbr>
* - [CP](#chunked-prefill)
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
* - [APC](#automatic-prefix-caching)
- ✅
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
* - [LoRA](#lora-adapter)
- [✗](gh-pr:9057)
- ✅
-
-
-
-
-
-
-
-
-
-
-
-
-
-
* - <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>
- ✅
- ✅
- ✅
- ✅
- [✗](gh-pr:8199)
- ✅
- ✗
- ✅
- ✅
-
-
-
-
-
-
-
* - <abbr title="Async Output Processing">async output</abbr>
- ✅
- ✅
- ✅
- ✅
- ✗
- ✅
- ✗
- ✗
- ✅
- ✅
-
-
-
-
-
-
* - multi-step
- ✗
- ✅
- ✗
- ✅
- ✗
- ✅
- ✗
- ✗
- ✅
- [✗](gh-issue:8198)
- ✅
-
-
-
-
-
* - <abbr title="Multimodal Inputs">mm</abbr>
- ✅
- [✗](gh-pr:8348)
- [✗](gh-pr:7199)
- ?
- ?
- ✅
- ✅
- ✅
- ✅
- ✅
- ✅
- ?
-
-
-
-
* - best-of
- ✅
- ✅
- ✅
- ✅
- [✗](gh-issue:6137)
- ✅
- ✗
- ✅
- ✅
- ✅
- ?
- [✗](gh-issue:7968)
- ✅
-
-
-
* - beam-search
- ✅
- ✅
- ✅
- ✅
- [✗](gh-issue:6137)
- ✅
- ✗
- ✅
- ✅
- ✅
- ?
- [✗](gh-issue:7968>)
- ?
- ✅
-
-
* - <abbr title="Guided Decoding">guided dec</abbr>
- ✅
- ✅
- ?
- ?
- ✅
- ✅
- ✗
- ?
- ✅
- ✅
- ✅
- [✗](gh-issue:9893)
- ?
- ✅
- ✅
-
```
### Feature x Hardware
```{list-table}
:header-rows: 1
:stub-columns: 1
:widths: auto
* - Feature
- Volta
- Turing
- Ampere
- Ada
- Hopper
- CPU
- AMD
* - [CP](#chunked-prefill)
- [✗](gh-issue:2729)
- ✅
- ✅
- ✅
- ✅
- ✅
- ✅
* - [APC](#automatic-prefix-caching)
- [✗](gh-issue:3687)
- ✅
- ✅
- ✅
- ✅
- ✅
- ✅
* - [LoRA](#lora-adapter)
- ✅
- ✅
- ✅
- ✅
- ✅
- [✗](gh-pr:4830)
- ✅
* - <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
- ✅
- ✅
- ✅
- ✅
- ✅
- ✅
- ✅
* - <abbr title="Guided Decoding">guided dec</abbr>
- ✅
- ✅
- ✅
- ✅
- ✅
- ✅
- ✅
```