16 Commits

Author SHA1 Message Date
Cao Yi
6de207de88 [main][Docs] Fix typos across documentation (#6728)
## Summary

Fix typos and improve grammar consistency across 50 documentation files.
 
### Changes include:
- Spelling corrections (e.g., "Facotory" → "Factory", "certainty" →
"determinism")
- Grammar improvements (e.g., "multi-thread" → "multi-threaded",
"re-routed" → "re-run")
- Punctuation fixes (semicolon consistency in filter parameters)
- Code style fixes (correct flag name `--num-prompts` instead of
`--num-prompt`)
- Capitalization consistency (e.g., "python" → "Python", "ascend" →
"Ascend")
- vLLM version: v0.15.0
- vLLM main:
9562912cea

---------

Signed-off-by: SlightwindSec <slightwindsec@gmail.com>
2026-02-13 15:50:05 +08:00
wangxiyuan
7d4833bce9 [Doc][Misc] Restructure tutorial documentation (#6501)
### What this PR does / why we need it?

This PR refactors the tutorial documentation by restructuring it into
three categories: Models, Features, and Hardware. This improves the
organization and navigation of the tutorials, making it easier for users
to find relevant information.

- The single `tutorials/index.md` is split into three separate index
files:
  - `docs/source/tutorials/models/index.md`
  - `docs/source/tutorials/features/index.md`
  - `docs/source/tutorials/hardwares/index.md`
- Existing tutorial markdown files have been moved into their respective
new subdirectories (`models/`, `features/`, `hardwares/`).
- The main `index.md` has been updated to link to these new tutorial
sections.

This change makes the documentation structure more logical and scalable
for future additions.

### Does this PR introduce _any_ user-facing change?

Yes, this PR changes the structure and URLs of the tutorial
documentation pages. Users following old links to tutorials will
encounter broken links. It is recommended to set up redirects if the
documentation framework supports them.

### How was this patch tested?

These are documentation-only changes. The documentation should be built
and reviewed locally to ensure all links are correct and the pages
render as expected.

- vLLM version: v0.15.0
- vLLM main: https://github.com/vllm-project/vllm/commit/v0.15.0

Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
2026-02-10 15:03:35 +08:00
LHXuuu
0415e694cd [Quantization] Support compressed tensors moe w8a8 int8 dynamic weight (#5718)
### What this PR does / why we need it?
While using the LLM Compressor quantization tool from the VLLM community
to generate quantized weights, the VLLM Ascend engine needs to be
adapted to support the compressed tensors quantization format.

1. Support Moe model W8A8 Int8 dynamic weight.
2. Specify W4A16 quantization configuration.

Co-authored-by: menogrey 1299267905@qq.com
Co-authored-by: kunpengW-code 1289706727@qq.com

### Does this PR introduce _any_ user-facing change?
No

- vLLM version: v0.13.0
- vLLM main:
2f4e6548ef

---------

Signed-off-by: LHXuuu <scut_xlh@163.com>
Signed-off-by: menogrey <1299267905@qq.com>
Signed-off-by: Wang Kunpeng <1289706727@qq.com>
Co-authored-by: menogrey <1299267905@qq.com>
Co-authored-by: Wang Kunpeng <1289706727@qq.com>
2026-01-14 09:17:26 +08:00
InSec
7cf65d0581 [Doc]modify the quantization user guide and add a quantization adaptation developer guide (#5554)
### What this PR does / why we need it?
This PR makes the following modifications:
1.delete the `user_guide/feature_guide/quantization-llm-compressor.md`
and merge it into `user_guide/feature_guide/quantization.md`.
2.update the content of `user_guide/feature_guide/quantization.md`.
3.add guidance `developer_guide/feature_guide/quantization.md' on the
adaptation of quantization algorithms and quantized models.
### Does this PR introduce _any_ user-facing change?
N/A
### How was this patch tested?

- vLLM version: v0.13.0
- vLLM main:
7157596103

---------

Signed-off-by: IncSec <1790766300@qq.com>
Signed-off-by: InSec <1790766300@qq.com>
2026-01-05 09:12:11 +08:00
lilinsiman
fc818f1509 [doc][main] Correct mistakes in doc (#4945)
### What this PR does / why we need it?
Correct mistakes in doc

- vLLM version: v0.12.0
- vLLM main:
ad32e3e19c

---------

Signed-off-by: lilinsiman <lilinsiman@gmail.com>
2025-12-12 19:17:10 +08:00
wangxiyuan
835b4c8f1d Drop torchair (#4814)
aclgraph is stable and fast now. Let's drop torchair graph mode now.

TODO: some logic to adapt torchair should be cleaned up as well. We'll
do it in the following PR.

- vLLM version: v0.12.0
- vLLM main:
ad32e3e19c

Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
Co-authored-by: Mengqing Cao <cmq0113@163.com>
2025-12-10 09:20:40 +08:00
lilinsiman
a3ff765c65 [Info][main] Corrected the errors in the information (#4055)
### What this PR does / why we need it?
Corrected the errors in the information

### Does this PR introduce _any_ user-facing change?
no

### How was this patch tested?
ut

- vLLM version: v0.11.0
- vLLM main:
83f478bb19

Signed-off-by: lilinsiman <lilinsiman@gmail.com>
2025-11-08 18:48:59 +08:00
zhangxinyuehfad
789ba4c5c2 [Doc] Update doc (#3836)
### What this PR does / why we need it?

Update doc

### Does this PR introduce _any_ user-facing change?

### How was this patch tested?

- vLLM version: v0.11.0rc3
- vLLM main:
https://github.com/vllm-project/vllm/commit/releases/v0.11.1

Signed-off-by: hfadzxy <starmoon_zhang@163.com>
2025-10-29 11:03:39 +08:00
Crazyang
f06a6cad1b [Doc] Update the modelslim website from gitee to gitcode. (#3615)
### What this PR does / why we need it?

Because the ModelSlim code repository has migrated from gitee to
gitcode, all relevant links in the repository have been updated.

[migration
notice](https://gitee.com/ascend/msit/tree/master/.%E6%9C%AC%E9%A1%B9%E7%9B%AE%E5%B7%B2%E7%BB%8F%E6%AD%A3%E5%BC%8F%E8%BF%81%E7%A7%BB%E8%87%B3%20Gitcode%20%E5%B9%B3%E5%8F%B0)

### Does this PR introduce _any_ user-facing change?

### How was this patch tested?

vLLM version: v0.11.0rc3
vLLM main: https://github.com/vllm-project/vllm/commit/v0.11.0

- vLLM version: v0.11.0rc3
- vLLM main: https://github.com/vllm-project/vllm/commit/v0.11.0

---------

Signed-off-by: Crazyang <im.crazyang@gmail.com>
Signed-off-by: Pr0Wh1teGivee <calvin_zhu0210@outlook.com>
Co-authored-by: weichen <calvin_zhu0210@outlook.com>
2025-10-23 15:38:16 +08:00
Wang Kunpeng
859e861d92 [main][quantization] Support deepseek w4a8 per-channel quantization (#3011)
### What this PR does / why we need it?
1.Support deepseek w4a8 per-channel quantization
2.The eager mode supports converting weights to the NZ format
### Does this PR introduce _any_ user-facing change?
no
### How was this patch tested?
#### How to get weights using Modelslim

##### Installation steps

git clone https://gitcode.com/Ascend/msit.git
cd msit/msmodelslim
bash install.sh

##### Generate w4a8 per-channel weights

cd /example/DeepSeek
Command reference: msmodelslim/example/DeepSeek/README.md

- vLLM version: v0.10.2
- vLLM main:
f225ea7dd9

---------

Signed-off-by: Wang Kunpeng <1289706727@qq.com>
2025-09-27 21:01:16 +08:00
Li Wang
042605f4b2 [Doc] Add stable modelslim branch (#2545)
### What this PR does / why we need it?
The branch `br_release_MindStudio_8.1.RC2_TR5_20260624` is commercial
delivery version of modelslim in Q3, and has been verified available
### Does this PR introduce _any_ user-facing change?

### How was this patch tested?

- vLLM version: v0.10.1.1
- vLLM main:
7d67a9d9f9

Signed-off-by: wangli <wangli858794774@gmail.com>
2025-08-27 09:05:46 +08:00
Li Wang
2ad7e1251e [Doc] Fix quant documentation to make it reproducible (#2277)
### What this PR does / why we need it?
Fixed the expression of msit for code clone

- vLLM version: v0.10.0
- vLLM main:
afa5b7ca0b

---------

Signed-off-by: wangli <wangli858794774@gmail.com>
2025-08-14 17:19:47 +08:00
Li Wang
bf84f2dbfa [Doc] Support kimi-k2-w8a8 (#2162)
### What this PR does / why we need it?
In fact, the kimi-k2 model is similar to the deepseek model, and we only
need to make a few changes to support it. what does this pr do:
1. Add kimi-k2-w8a8 deployment doc
2. Update quantization doc
3. Upgrade torchair support list
### Does this PR introduce _any_ user-facing change?

### How was this patch tested?


- vLLM version: v0.10.0
- vLLM main:
9edd1db02b

---------

Signed-off-by: wangli <wangli858794774@gmail.com>
2025-08-06 19:28:47 +08:00
Wang Kunpeng
e3a2443c3a [main][Doc] add mla pertoken quantization FAQ (#2018)
### What this PR does / why we need it?
When using deepseek series models generated by the --dynamic parameter,
if torchair graph mode is enabled, we should modify the configuration
file in the CANN package to prevent incorrect inference results.

- vLLM version: v0.10.0
- vLLM main:
7728dd77bb

---------

Signed-off-by: Wang Kunpeng <1289706727@qq.com>
2025-07-27 08:47:51 +08:00
Li Wang
bdfb065b5d [1/2/N] Enable pymarkdown and python __init__ for lint system (#2011)
### What this PR does / why we need it?
1. Enable pymarkdown check
2. Enable python `__init__.py` check for vllm and vllm-ascend
3. Make clean code

### How was this patch tested?


- vLLM version: v0.9.2
- vLLM main:
29c6fbe58c

---------

Signed-off-by: wangli <wangli858794774@gmail.com>
2025-07-25 22:16:10 +08:00
wangxiyuan
3d1e6a5929 [Doc] Update user doc index (#1581)
Add user doc index to make the user guide more clear
- vLLM version: v0.9.1
- vLLM main:
49e8c7ea25

Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
2025-07-10 14:26:59 +08:00