Commit Graph

162 Commits

Author SHA1 Message Date
zhangxinyuehfad
e48f32ec59 [CI] Update image for 310p ci (#2155)
### What this PR does / why we need it?
update the latest image for 310p ci test


- vLLM version: v0.10.0
- vLLM main:
ad57f23f6a

Signed-off-by: hfadzxy <starmoon_zhang@163.com>
2025-08-02 16:46:02 +08:00
weijinqian0
6e00aed4d5 [main][Feature]Moe alltoallv communication optimization for unquantized RL training sence (#2088)
It comes from 0.9.1dev
[0.9.1][Feature]Moe alltoallv communication optimization for unquantized
RL training sence & alltoallv support dpo (#1547)

- vLLM version: v0.10.0
- vLLM main:
97608dc276

---------

Signed-off-by: weijinqian_v1 <weijinqian@huawei.com>
Signed-off-by: whx-sjtu <2952154980@qq.com>
Signed-off-by: curryliu <120010041@link.cuhk.edu.cn>
Signed-off-by: wangli <wangli858794774@gmail.com>
Signed-off-by: ChenTaoyu-SJTU <ctynb@qq.com>
Signed-off-by: taoxudonghaha <justsheldon@163.com>
Signed-off-by: shen-shanshan <467638484@qq.com>
Signed-off-by: Shanshan Shen <87969357+shen-shanshan@users.noreply.github.com>
Signed-off-by: leo-pony <nengjunma@outlook.com>
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
Signed-off-by: MengqingCao <cmq0113@163.com>
Co-authored-by: weijinqian_v1 <weijinqian@huawei.com>
Co-authored-by: whx <56632993+whx-sjtu@users.noreply.github.com>
Co-authored-by: curryliu <99582471+Irving11-BKN@users.noreply.github.com>
Co-authored-by: Li Wang <wangli858794774@gmail.com>
Co-authored-by: TaoYu Chen <ctynb@qq.com>
Co-authored-by: taoxudonghaha <justsheldon@163.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
Co-authored-by: leo-pony <nengjunma@outlook.com>
Co-authored-by: wangxiyuan <wangxiyuan1007@gmail.com>
Co-authored-by: Mengqing Cao <cmq0113@163.com>
2025-08-02 09:49:10 +08:00
Icey
86bdde1ca8 Enable pytest and yaml style accuracy test (#2073)
### What this PR does / why we need it?

This PR enabled pytest and yaml style accuracy test, users now can
enable accuracy test by running:

```bash
cd ~/vllm-ascend
pytest -sv ./tests/e2e/singlecard/models/test_lm_eval_correctness.py \
          --config ./tests/e2e/singlecard/models/configs/Qwen3-8B-Base.yaml \
          --report_output ./benchmarks/accuracy/Qwen3-8B-Base.md

pytest -sv ./tests/e2e/singlecard/models/test_lm_eval_correctness.py \
          --config-list-file ./tests/e2e/singlecard/models/configs/accuracy.txt
```

Closes: https://github.com/vllm-project/vllm-ascend/issues/1970

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

### How was this patch tested?


- vLLM version: v0.10.0
- vLLM main:
2836dd73f1

---------

Signed-off-by: Icey <1790571317@qq.com>
2025-07-31 21:39:13 +08:00
Ruri
4fcca137a7 [main][Feature] Support Qwen3 W4A8 quantization (#2060)
### What this PR does / why we need it?

Adding `W4A8_DYNAMIC` quantization support for linear.
Dense models like Qwen3 can infer with `W4A8_DYNAMIC` quantization.

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

None

### How was this patch tested?

Adding ut case in `tests/ut/quantization/test_w4a8_dynamic.py`
Adding e2e case in
`tests/e2e/multicard/test_offline_inference_distributed.py::test_models_distributed_Qwen3_W4A8DYNAMIC`
to test qwen3 w4a8_dynamic quantized model

Note the w4a8_dynamic quantized model is quantized by `msit/msmodelslim`
of commit `d0abb0a47e1f1a473b866ad41b737fbc28fb1409`

1. Generate `W4A8_DYNAMIC` quantization weights using `msmodelslim`
```shell
git clone https://gitee.com/ascend/msit.git
cd msit/msmodelslim
git checkout d0abb0a47e1f1a473b866ad41b737fbc28fb1409
bash install.sh
```

2. Serve model using `vllm`
```shell
VLLM_USE_V1=1 python -m vllm.entrypoints.openai.api_server \
  --model vllm-ascend/Qwen3-8B-W4A8 \
  --port 8000 \
  --quantization ascend \
  --tensor_parallel_size 2 \
  --enforce-eager
```

- vLLM version: v0.10.0
- vLLM main:
4cd7fe6cea

---------

Signed-off-by: ZhouXiang <zhouxiang100@huawei.com>
2025-07-30 14:57:14 +08:00
zhangxinyuehfad
6874d666fa [CI]Add e2e test for 310p (#1879)
### What this PR does / why we need it?
Add e2e test for 310p:
trigger conditions:tag, labels(ready-for-test, e2e-310p-test), schedule
image: m.daocloud.io/quay.io/ascend/cann:8.1.rc1-310p-ubuntu22.04-py3.10
runner: linux-aarch64-310p-1, linux-aarch64-310p-4
model: IntervitensInc/pangu-pro-moe-model, Qwen/Qwen3-0.6B-Base,
Qwen/Qwen2.5-7B-Instruct

- vLLM version: v0.10.0
- vLLM main:
b917da442b

Signed-off-by: hfadzxy <starmoon_zhang@163.com>
2025-07-30 14:52:16 +08:00
Yikun Jiang
d9f82ebfce [misc] Add reminder comment when PR submitted (#2092)
### What this PR does / why we need it?
Add reminder comment when PR submitted

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

### How was this patch tested?
Test locally:
https://github.com/Yikun/vllm-ascend/pull/51#issuecomment-3132425126
This PR will take effect after this PR merged.


- vLLM version: v0.10.0
- vLLM main:
0e36abf993

Signed-off-by: Yikun Jiang <yikunkero@gmail.com>
2025-07-30 10:14:33 +08:00
TaoYu Chen
2da281ec5a bump default python version to 3.11 (#2072)
### What this PR does / why we need it?
Bump default python version to 3.11, see #1980 

### Does this PR introduce _any_ user-facing change?
no
### How was this patch tested?
pass CI

- vLLM version: v0.10.0
- vLLM main:
12a223ef9b

Signed-off-by: ChenTaoyu-SJTU <ctynb@qq.com>
2025-07-29 19:07:17 +08:00
Li Wang
f60bb474f9 [CI] Enable linux-aarch64-a2 (64GB) and tp2 * 2 max-parallel to speed up CI (#2065)
### What this PR does / why we need it?
Currently our workflow run time takes about 3 hours in total, which
seriously affects the developer experience, so it is urgent to have a
optimization, after this pr, It is expected that the running time of the
full CI can be shortened to 1h40min.

- Enable linux-aarch64-a2 (64GB) to replace linux-arm64-npu (32GB)
- Change TP4 ---> TP2 * 2 max-parallel
- Move DeepSeek-V2-Lite-W8A8 to single card test

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


- vLLM version: v0.10.0
- vLLM main:
a2480251ec

---------

Signed-off-by: wangli <wangli858794774@gmail.com>
2025-07-29 18:59:05 +08:00
Mengqing Cao
ed2ab8a197 [CI/Build] Upgrade CANN to 8.2.RC1 (#1653)
### What this PR does / why we need it?
Upgrade CANN to 8.2.rc1

Backport: https://github.com/vllm-project/vllm-ascend/pull/1653

### Does this PR introduce _any_ user-facing change?
Yes, docker image will use 8.2.RC1

### How was this patch tested?
CI passed

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

Signed-off-by: MengqingCao <cmq0113@163.com>
Signed-off-by: Yikun Jiang <yikunkero@gmail.com>
2025-07-26 22:37:46 +08:00
Pleaplusone
df0ec55162 Disaggregate prefill for kv cache register style (#950)
### What this PR does / why we need it?
This PR adopt `LLMDataDist` for kv cache register and `pull_blocks`
style disaggregate prefill implementation. The interface implementation
mainly follows the design of NIXL PR
https://github.com/vllm-project/vllm/pull/17751/files#diff-7eaad0b7dee0626bf29d10081b0f0c5e3ea15a4af97e7b182a4e0d35f8346953
.

This PR can be test with the following step:
- Generate the rank table for all machine.
- execute`toy_proxy.py` to launch the disaggregate prefill proxy server,
specify the prefill ip, port and the decode ip, port
- Run the prefill server and decode server.
- send the request to the disaggregate prefill proxy

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

### How was this patch tested?


- vLLM version: v0.9.2
- vLLM main:
8d0a01a5f2

---------

Signed-off-by: ganyi <pleaplusone.gy@gmail.com>
Signed-off-by: machenglong <machenglong_yewu@cmss.chinamobile.com>
Signed-off-by: liziyu179 <3475441767@qq.com>
Signed-off-by: underfitc <hucong24@huawei.com>
Signed-off-by: zouyida2052 <zouyida@huawei.com>
Signed-off-by: liziyu <liziyu16@huawei.com>
Signed-off-by: underfituu <hzhucong@163.com>
Co-authored-by: machenglong <machenglong_yewu@cmss.chinamobile.com>
Co-authored-by: liziyu179 <3475441767@qq.com>
Co-authored-by: underfitc <hucong24@huawei.com>
Co-authored-by: zouyida2052 <zouyida@huawei.com>
Co-authored-by: liziyu <liziyu16@huawei.com>
Co-authored-by: underfituu <hzhucong@163.com>
2025-07-26 17:15:47 +08:00
Yikun Jiang
17a430f7b8 Upgrade vLLM to v0.10.0 (#1927)
### What this PR does / why we need it?
- Upgrade to v0.10.0
- Drop v0.9.2 version compatibility
- Add patch for
`vllm_ascend/patch/worker/patch_common/patch_sampler_gather_logprobs.py`
as workaround of
f3a683b7c9
for v0.10.0 and also add e2e test `test_models_prompt_logprobs`
- Pin transformers<4.54.0 as workaround of
https://github.com/vllm-project/vllm-ascend/issues/2034

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

### How was this patch tested?
- Test locally:
`VLLM_USE_MODELSCOPE=true pytest -sv
tests/e2e/singlecard/test_offline_inference.py::test_models_prompt_logprobs`
- CI passed

- vLLM version: v0.9.2
- vLLM main:
7728dd77bb

---------

Signed-off-by: Yikun Jiang <yikunkero@gmail.com>
2025-07-26 15:43:29 +08:00
Li Wang
d629f0b2b5 [CI] Remove transformers installation (#2014)
### What this PR does / why we need it?
Remove transformers installation, The transformers version bug has been
fixed by
e936e401de.
We can safe to remove the version limit now

- vLLM version: v0.9.2
- vLLM main:
40d86ee412

Signed-off-by: wangli <wangli858794774@gmail.com>
2025-07-25 15:20:37 +08:00
Icey
6bc82cf6a7 Enable image push CI for build file and csrc has changes (#1977)
### What this PR does / why we need it?
- Fixes image CI

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

### How was this patch tested?
CI passed with new added/existing test.


- vLLM version: v0.9.2
- vLLM main:
f3137cdd81

Signed-off-by: Icey <1790571317@qq.com>
2025-07-24 21:19:41 +08:00
li chaoran
ff97740b8d Use mirror images (#1912)
### What this PR does / why we need it?
More discussion can be found
[here](https://github.com/ascend-gha-runners/docs/issues/23).

The infra team deployed a internal registry since both `m.daocloud.io`
and `quay.io` suffered a unstable connect quality.

CI will benefit both the connection and download speed by switching to
the internal registry.
### Does this PR introduce _any_ user-facing change?
No.
### How was this patch tested?
tested locally

- vLLM version: v0.9.2
- vLLM main:
6b46c4b653

---------

Signed-off-by: mywaaagh_admin <pkwarcraft@gmail.com>
2025-07-24 10:47:05 +08:00
li chaoran
3e39d7234c [CI] Switching to infra cache server to reduce network pressure (#1792)
### What this PR does / why we need it?
This PR introduce the infra cache server to speed up apt/pip package
installation

### Does this PR introduce _any_ user-facing change?
None

### How was this patch tested?
Tested locally, with this config, the network bandwith reduce from 100%
to 5% usage when a new PR was submitted.
<img width="807" height="334" alt="image"
src="https://github.com/user-attachments/assets/16f03bce-4531-4c71-ab6e-8308dc2c022c"
/>


- vLLM version: v0.9.2
- vLLM main:
8dfb45ca33

---------

Signed-off-by: mywaaagh_admin <pkwarcraft@gmail.com>
2025-07-18 18:39:25 +08:00
Icey
875a920d4a [Platform] Add support for Altlas A3 series (#1794)
### What this PR does / why we need it?
Add support for Ascend A3 and remove latest tag

### Does this PR introduce _any_ user-facing change?
User can run vLLM on Altlas A3 series

### How was this patch tested?
CI passed with:

- remove latest tag test:
https://github.com/wxsIcey/wxs-vllm-ascend/actions/runs/16267635040/job/45926924765
- E2E image build for A3
- CI test on A3 with e2e test and longterm test
- Unit test missing because need a real A3 hardware to have a test

Closes: https://github.com/vllm-project/vllm-ascend/issues/1696


- vLLM version: v0.9.2
- vLLM main:
d0dc4cfca4

---------

Signed-off-by: Icey <1790571317@qq.com>
2025-07-17 11:13:02 +08:00
wangxiyuan
bf2549856f [CI] Fix changes CI to recover codecov (#1799)
Add `checkout` action before `dorny/paths-filter` to make it works with
`push` case.
This is a known issue that `dorny/paths-filter` works without `checkout`
in `pull_request` case but failed in `push` case. More detail is here:
https://github.com/dorny/paths-filter/issues/60#issuecomment-1464281021

The push CI works after this PR. The test result is here:

https://github.com/wangxiyuan/vllm-ascend/actions/runs/16285606468/job/45983607539
- vLLM version: v0.9.2
- vLLM main:
d4d309409f

Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
2025-07-15 15:01:13 +08:00
wangxiyuan
787010a637 [Test] Remove VLLM_USE_V1 in example and tests (#1733)
V1 is enabled by default, no need to set it by hand now. This PR remove
the useless setting in example and tests

- vLLM version: v0.9.2
- vLLM main:
9ad0a4588b

Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
2025-07-15 12:49:57 +08:00
zhangxinyuehfad
cabfb2bc31 [Test] Resolve vllm-ascend version accuracy test (#1769)
### What this PR does / why we need it?
Resolve vllm-ascend version for accuracy test

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

### How was this patch tested?


- vLLM version: v0.9.2
- vLLM main:
66f6fbd393

Signed-off-by: hfadzxy <starmoon_zhang@163.com>
2025-07-14 15:43:37 +08:00
Li Wang
9cd4ac76a1 [CI] Remove benchmark patch and increase the scheduler frequency (#1762)
### What this PR does / why we need it?
This pr purpose to do the following things:
1. Remove `benchmark_datasets.py` patch
2. Increase the scheduler frequency to 2 times per day, due to the
recent large number of daily submissions, we need to increase the
default test time(6h)
### Does this PR introduce _any_ user-facing change?

### How was this patch tested?


- vLLM version: v0.9.2
- vLLM main:
247102f07f

---------

Signed-off-by: wangli <wangli858794774@gmail.com>
2025-07-13 20:00:35 +08:00
Yikun Jiang
eff4b5791c Recover offline_inference_npu.py to make doctest passed (#1756)
### What this PR does / why we need it?
Rename offline_inference_npu_v1.py to offline_inference_npu.py to
recover doctest

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

### How was this patch tested?
CI passed









- vLLM version: v0.9.2
- vLLM main:
a8593237c0

Signed-off-by: Yikun Jiang <yikunkero@gmail.com>
2025-07-12 12:36:35 +08:00
zhangxinyuehfad
1b4a2f3817 [CI] Add accuracy ci for DP and EP and TP and ETP (#1140)
### What this PR does / why we need it?

Add accuracy ci for DP and EP and TP

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

### How was this patch tested?

- vLLM version: v0.9.2
- vLLM main:
35514b682a

---------

Signed-off-by: hfadzxy <starmoon_zhang@163.com>
2025-07-11 17:25:17 +08:00
zhangxinyuehfad
1cd27da5fb [Test] Remove VLLM_USE_V1 in accuracy test (#1739)
### What this PR does / why we need it?
Remove VLLM_USE_V1 in accuracy test

Signed-off-by: hfadzxy <starmoon_zhang@163.com>
2025-07-11 15:29:11 +08:00
wangxiyuan
011fd73a48 [CI] Make CI tracker more clear (#1720)
1. enable lint check for all change
2. only run ut and e2e if it's the code change.
3. only run ut and disable e2e if the change is ut only.
4. disable wheel build for push case
5. run unit test when pr is merged
6. remove useless pytest.ini




- vLLM version: v0.9.2
- vLLM main:
fdfd409f8f

Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
2025-07-10 16:03:23 +08:00
Li Wang
c7446438a9 [1/N][CI] Move linting system to pre-commits hooks (#1256)
### What this PR does / why we need it?

Follow vllm-project/vllm lint way:
https://github.com/vllm-project/vllm/blob/main/.pre-commit-config.yaml

Enable pre-commit to avoid some low level error  AMAP.

This pr is one step of #1241, The purpose is make linting system more
clear and convenient, on this step, Mainly did the following things:
yapf, actionlint, ruff, typos, isort, mypy, png-lint, signoff-commit,
enforce-import-regex-instead-of-re.

TODO: 
- clang-format(check for csrc with google style)
need clean code, disable for now 
- pymarkdown
need clean code, disable for now 
- shellcheck
need clean code, disable for now 

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

Only developer UX change:

https://vllm-ascend--1256.org.readthedocs.build/en/1256/developer_guide/contributing.html#run-lint-locally

```
pip install -r requirements-lint.txt && pre-commit install
bash format.sh
```

### How was this patch tested?

CI passed with new added/existing test.

Co-authored-by: Yikun [yikunkero@gmail.com](mailto:yikunkero@gmail.com)
Co-authored-by: wangli
[wangli858794774@gmail.com](mailto:wangli858794774@gmail.com)
- vLLM version: v0.9.1
- vLLM main:
5358cce5ff

---------

Signed-off-by: wangli <wangli858794774@gmail.com>
2025-07-10 14:17:15 +08:00
Yikun Jiang
997f156a51 Use ci_vllm_version when recording vLLM commit (#1689)
### What this PR does / why we need it?
Use ci_vllm_version when recording vllm commit

Followup on https://github.com/vllm-project/vllm-ascend/pull/1623

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

### How was this patch tested?
- Test mannually.
$ python3 docs/source/conf.py | jq .ci_vllm_version | tr -d '"'
v0.9.2
- Test on my local repo: https://github.com/Yikun/vllm-ascend/pull/35

- vLLM version: v0.9.1
- vLLM main:
49e8c7ea25

Signed-off-by: Yikun Jiang <yikunkero@gmail.com>
2025-07-10 11:07:27 +08:00
Shanshan Shen
6af35f60cc [Bugfix][CI] Remove V0 Spec Decode CI (#1656)
### What this PR does / why we need it?

To solve the error in the CI of long term test:

```bash
modelscope - ERROR - Repo JackFram/llama-68m not exists on either https://www.modelscope.cn/ or https://www.modelscope.ai/
```

Replace the hf model with modelscope model.

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

### How was this patch tested?

- vLLM version: v0.9.1
- vLLM main:
71d1d75b7a

---------

Signed-off-by: Shanshan Shen <87969357+shen-shanshan@users.noreply.github.com>
2025-07-09 15:53:58 +08:00
wangxiyuan
830332ebfc Clean up v0.9.1 code (#1672)
vllm has released 0.9.2. This PR drop 0.9.1 support.

- vLLM version: v0.9.1
- vLLM main:
b942c094e3

Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
2025-07-09 08:52:24 +08:00
Icey
0d4bc03946 Fix wheel glibc version incompatibility (#1582)
### What this PR does / why we need it?
- Fixes https://github.com/vllm-project/vllm-ascend/issues/1533

### How was this patch tested?
1. Run the image
```
docker run \
    --name cann_container \
    --device /dev/davinci6 \
    --device /dev/davinci_manager \
    --device /dev/devmm_svm \
    --device /dev/hisi_hdc \
    -v /usr/local/dcmi:/usr/local/dcmi \
    -v /usr/local/bin/npu-smi:/usr/local/bin/npu-smi \
    -v /usr/local/Ascend/driver/lib64/:/usr/local/Ascend/driver/lib64/ \
    -v /usr/local/Ascend/driver/version.info:/usr/local/Ascend/driver/version.info \
    -v /etc/ascend_install.info:/etc/ascend_install.info \
    -it  quay.io/ascend/cann:8.1.rc1-910b-openeuler22.03-py3.11 bash
```

2. Install package
torch=2.5.1
torch-npu=2.5.1.post1.dev20250619 
vllm=0.9.1

vllm-ascend=vllm_ascend-0.1.dev1+g02ac443-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl
Artifact download URL:
https://github.com/vllm-project/vllm-ascend/actions/runs/16039661265/artifacts/3454481370

3. Test offline script

```
from vllm import LLM, SamplingParams

import os
os.environ["VLLM_USE_V1"] = "1"

prompts = [
    "Hello, my name is",
]

llm = LLM(model="Qwen3/Qwen3-1.7B")

outputs = llm.generate(prompts)

for output in outputs:
    prompt = output.prompt
    generated_text = output.outputs[0].text
    print(f"Prompt: {prompt!r}, Generated text: {generated_text!r}")
```

4. Results

![result](https://github.com/user-attachments/assets/20f9d923-00ce-4a2d-8598-9b216045705d)

- vLLM version: v0.9.2
- vLLM main:
b942c094e3

---------

Signed-off-by: Icey <1790571317@qq.com>
2025-07-08 18:46:02 +08:00
Yikun Jiang
e4e9ea02ab Upgrade vLLM version to v0.9.2 (#1652)
### What this PR does / why we need it?

This patch upgrade vLLM version to v0.9.2, this patch didn't remove the
v0.9.1 compatible code to easy review.

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

### How was this patch tested?

- vLLM version: v0.9.1
- vLLM main:
14601f5fba
- Accuracy test with 0.9.2:
https://github.com/vllm-project/vllm-ascend/actions/runs/16121612087

Signed-off-by: Yikun Jiang <yikunkero@gmail.com>
2025-07-08 14:18:17 +08:00
Mengqing Cao
f2a20393a2 [CI] Fix mypy check in CI (#1655)
### What this PR does / why we need it?
Fix mypy check in CI:
https://github.com/vllm-project/vllm-ascend/actions/runs/16115919385/job/45469646509?pr=1654

Mypy failed due to the greater numpy version. We need to pin
`numpy=1.26.4` in vllm-ascend

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

### How was this patch tested?
CI passed

Signed-off-by: MengqingCao <cmq0113@163.com>
2025-07-07 20:19:16 +08:00
Yikun Jiang
493768eb30 Record vLLM commit in PR description (#1623)
### What this PR does / why we need it?
This patch enables the vllm commits recording and also cleanup unused
commit msg note in PR.

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

### How was this patch tested?
- CI passed
- Test on https://github.com/Yikun/vllm-ascend/pull/33 and vllm commit
refreshed as expected.

Signed-off-by: Yikun Jiang <yikunkero@gmail.com>
2025-07-07 10:20:38 +08:00
zhangxinyuehfad
14373f65d7 [Test] Remove V0 accuracy test and enable MoE and VL test on V1 (#1574)
### What this PR does / why we need it?
Update accuracy test
1. remove accuarcy report on V0
2. add parallel and execution mode
3. add Qwen/Qwen3-30B-A3B and remove Qwen/Qwen2.5-7B-Instruct


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

### How was this patch tested?
CI passed

Signed-off-by: hfadzxy <starmoon_zhang@163.com>
2025-07-06 11:10:19 +08:00
Mengqing Cao
dd22ac38b2 [CI/UT][Refactor] move e2e spec decode and deepseek acc test to per pr (#1136)
### What this PR does / why we need it?
1. run deepseek acc ut per pr --- multicard CI time increased by 9 min
2. run spec decode e2e test on v1 per pr --- singlecard CI time
increased by 3 min (partly is disabled due to not work now)
~~3. align the output of whether dbo is enabled or not~~
    The generated results with and without dbo cannot be aligned.

https://github.com/vllm-project/vllm-ascend/actions/runs/15822900528/job/44600029405?pr=1136
4. skip V0 mtp test due to failure in
https://github.com/vllm-project/vllm-ascend/actions/runs/16012172833/job/45171988816
5. fix some version conflicts
### How was this patch tested?
CI passed with new added test.

---------

Signed-off-by: MengqingCao <cmq0113@163.com>
2025-07-04 18:05:45 +08:00
zhangxinyuehfad
4e910186de [CI/UT] Unify model usage via ModelScope in CI (#1207)
### What this PR does / why we need it?
Unify Model Usage via ModelScope

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

### How was this patch tested?
CI passed

Signed-off-by: hfadzxy <starmoon_zhang@163.com>
2025-07-04 10:52:17 +08:00
Angazenn
a5f33590d3 [CORE]initial support for torchair with non-mla backend (#1506)
### What this PR does / why we need it?
This PR supports torchair graph mode with non-mla backend on both 800IA2
and 300I Duo platforms. The main change is to add
`attention_v1_torchair.py` to support specific attention related
operations that are required by torchair.

### Does this PR introduce _any_ user-facing change?
Before this PR, vLLM-Ascend only allows deepseek to use torchair. Now we
can also use it with pangu. Besides, we add a support model list to
control which type of models that can use torchair.

### How was this patch tested?
We have test it with PanguProMoE on both 800IA2 and 300I Duo platforms,
and model generates answer normally.

---------

Signed-off-by: angazenn <zengyanjia@huawei.com>
Signed-off-by: tianyitang <tangtianyi4@huawei.com>
Co-authored-by: angazenn <zengyanjia@huawei.com>
Co-authored-by: tianyitang <tangtianyi4@huawei.com>
2025-07-03 22:21:42 +08:00
Yikun Jiang
aa5fa07478 Only enable single version for wheel pr build (#1571)
### What this PR does / why we need it?
Only enable single version for wheel pr build to speedup PR triggered CI

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

### How was this patch tested?
CI passed

Signed-off-by: Yikun Jiang <yikunkero@gmail.com>
2025-07-02 14:50:34 +08:00
Li Wang
f39365d2ea [Benchmark] Fix error msg upload in performance benchmark (#1559)
### What this PR does / why we need it?

Make sure that None parameters are not passed in for `--error`
### Does this PR introduce _any_ user-facing change?
No

### How was this patch tested?

CI passed locally

Signed-off-by: wangli <wangli858794774@gmail.com>
2025-07-02 14:06:08 +08:00
Li Wang
6db7dc2c85 [Benchmark] Refactor perf script to use benchmark cli (#1524)
### What this PR does / why we need it?

Since, `vllm bench` cli has optimized enough for production use(support
more datasets), we are now do not need to copy vllm codes, now , with
vllm installed, we can easily use the benchmark cli
### Does this PR introduce _any_ user-facing change?
No

### How was this patch tested?
CI passed

---------

Signed-off-by: wangli <wangli858794774@gmail.com>
2025-06-30 23:42:04 +08:00
leo-pony
53ec583bbb [Docs] Update Altlas 300I series doc and fix CI lint (#1537)
### What this PR does / why we need it?
- Update Altlas 300I series doc: cleanup unused parameters and enable
optimized ops
- Fix code spell CI

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

### How was this patch tested?
CI passed

---------

Signed-off-by: leo-pony <nengjunma@outlook.com>
Signed-off-by: Yikun Jiang <yikunkero@gmail.com>
Co-authored-by: Yikun Jiang <yikunkero@gmail.com>
2025-06-30 23:34:00 +08:00
Li Wang
5f8241c25c [V1][ModelRunner] Support pooling model for v1 engine (#1359)
### What this PR does / why we need it?
Change as little existing code as possible to add v1 pooling task's
support, notice that i move down the `vllm.v1.worker.gpu_input_batch` to
vllm-ascend, Considering the frequent changes in upstream interfaces, in
order to decouple, so i move it here
### How was this patch tested?
CI passed with new added/existing test, and I have a simple test was
first conducted locally which is adapted from
https://www.modelscope.cn/models/Qwen/Qwen3-Embedding-0.6B, just like
bellow:
```python
import os

import torch
from vllm import LLM


os.environ["VLLM_USE_MODELSCOPE"]="True"

def get_detailed_instruct(task_description: str, query: str) -> str:
    return f'Instruct: {task_description}\nQuery:{query}'

# Each query must come with a one-sentence instruction that describes the task
task = 'Given a web search query, retrieve relevant passages that answer the query'

queries = [
    get_detailed_instruct(task, 'What is the capital of China?'),
    get_detailed_instruct(task, 'Explain gravity')
]
# No need to add instruction for retrieval documents
documents = [
    "The capital of China is Beijing.",
    "Gravity is a force that attracts two bodies towards each other. It gives weight to physical objects and is responsible for the movement of planets around the sun."
]
input_texts = queries + documents

model = LLM(model="Qwen/Qwen3-Embedding-0.6B", task="embed")

outputs = model.embed(input_texts)
embeddings = torch.tensor([o.outputs.embedding for o in outputs])
scores = (embeddings[:2] @ embeddings[2:].T)
print(scores.tolist())
# [[0.7620252966880798, 0.14078938961029053], [0.1358368694782257, 0.6013815999031067]]
```
---------

Signed-off-by: wangli <wangli858794774@gmail.com>
Signed-off-by: wangli <858794774@qq.com>
Co-authored-by: wangli <858794774@qq.com>
2025-06-30 16:31:12 +08:00
dependabot[bot]
790c810bf7 Bump actions/github-script from 6 to 7 (#1519)
Bumps [actions/github-script](https://github.com/actions/github-script)
from 6 to 7.
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/actions/github-script/releases">actions/github-script's
releases</a>.</em></p>
<blockquote>
<h2>v7.0.0</h2>
<h2>What's Changed</h2>
<ul>
<li>Add base-url option by <a
href="https://github.com/robandpdx"><code>@​robandpdx</code></a> in <a
href="https://redirect.github.com/actions/github-script/pull/429">actions/github-script#429</a></li>
<li>Expose async-function argument type by <a
href="https://github.com/viktorlott"><code>@​viktorlott</code></a> in <a
href="https://redirect.github.com/actions/github-script/pull/402">actions/github-script#402</a>,
see for details <a
href="https://github.com/actions/github-script#use-scripts-with-jsdoc-support">https://github.com/actions/github-script#use-scripts-with-jsdoc-support</a></li>
<li>Update dependencies and use Node 20 by <a
href="https://github.com/joshmgross"><code>@​joshmgross</code></a> in <a
href="https://redirect.github.com/actions/github-script/pull/425">actions/github-script#425</a></li>
</ul>
<h2>New Contributors</h2>
<ul>
<li><a
href="https://github.com/navarroaxel"><code>@​navarroaxel</code></a>
made their first contribution in <a
href="https://redirect.github.com/actions/github-script/pull/285">actions/github-script#285</a></li>
<li><a href="https://github.com/robandpdx"><code>@​robandpdx</code></a>
made their first contribution in <a
href="https://redirect.github.com/actions/github-script/pull/429">actions/github-script#429</a></li>
<li><a
href="https://github.com/viktorlott"><code>@​viktorlott</code></a> made
their first contribution in <a
href="https://redirect.github.com/actions/github-script/pull/402">actions/github-script#402</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/actions/github-script/compare/v6.4.1...v7.0.0">https://github.com/actions/github-script/compare/v6.4.1...v7.0.0</a></p>
<h2>v6.4.1</h2>
<h2>What's Changed</h2>
<ul>
<li>Add <code>@​octokit/plugin-request-log</code>, to produce debug
output for requests by <a
href="https://github.com/mjpieters"><code>@​mjpieters</code></a> in <a
href="https://redirect.github.com/actions/github-script/pull/358">actions/github-script#358</a></li>
<li>fix input handling by <a
href="https://github.com/mjpieters"><code>@​mjpieters</code></a> in <a
href="https://redirect.github.com/actions/github-script/pull/357">actions/github-script#357</a></li>
<li>Remove unused dependencies by <a
href="https://github.com/mjpieters"><code>@​mjpieters</code></a> in <a
href="https://redirect.github.com/actions/github-script/pull/356">actions/github-script#356</a></li>
<li>Default debug to current runner debug state by <a
href="https://github.com/mjpieters"><code>@​mjpieters</code></a> in <a
href="https://redirect.github.com/actions/github-script/pull/363">actions/github-script#363</a></li>
</ul>
<h2>New Contributors</h2>
<ul>
<li><a href="https://github.com/mjpieters"><code>@​mjpieters</code></a>
made their first contribution in <a
href="https://redirect.github.com/actions/github-script/pull/358">actions/github-script#358</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/actions/github-script/compare/v6.4.0...v6.4.1">https://github.com/actions/github-script/compare/v6.4.0...v6.4.1</a></p>
<h2>v6.4.0</h2>
<h2>What's Changed</h2>
<ul>
<li>Bump json5 from 2.1.3 to 2.2.3 by <a
href="https://github.com/dependabot"><code>@​dependabot</code></a> in <a
href="https://redirect.github.com/actions/github-script/pull/319">actions/github-script#319</a></li>
<li>Bump minimatch from 3.0.4 to 3.1.2 by <a
href="https://github.com/dependabot"><code>@​dependabot</code></a> in <a
href="https://redirect.github.com/actions/github-script/pull/320">actions/github-script#320</a></li>
<li>Add node-fetch by <a
href="https://github.com/danmichaelo"><code>@​danmichaelo</code></a> in
<a
href="https://redirect.github.com/actions/github-script/pull/321">actions/github-script#321</a></li>
</ul>
<h2>New Contributors</h2>
<ul>
<li><a href="https://github.com/jongwooo"><code>@​jongwooo</code></a>
made their first contribution in <a
href="https://redirect.github.com/actions/github-script/pull/313">actions/github-script#313</a></li>
<li><a
href="https://github.com/austinvazquez"><code>@​austinvazquez</code></a>
made their first contribution in <a
href="https://redirect.github.com/actions/github-script/pull/306">actions/github-script#306</a></li>
<li><a
href="https://github.com/danmichaelo"><code>@​danmichaelo</code></a>
made their first contribution in <a
href="https://redirect.github.com/actions/github-script/pull/321">actions/github-script#321</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/actions/github-script/compare/v6.3.3...v6.4.0">https://github.com/actions/github-script/compare/v6.3.3...v6.4.0</a></p>
<h2>v6.3.3</h2>
<h2>What's Changed</h2>
<ul>
<li>Update <code>@actions/glob</code> to 0.3.0 by <a
href="https://github.com/nineinchnick"><code>@​nineinchnick</code></a>
in <a
href="https://redirect.github.com/actions/github-script/pull/279">actions/github-script#279</a></li>
</ul>
<h2>New Contributors</h2>
<ul>
<li><a
href="https://github.com/nineinchnick"><code>@​nineinchnick</code></a>
made their first contribution in <a
href="https://redirect.github.com/actions/github-script/pull/279">actions/github-script#279</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/actions/github-script/compare/v6.3.2...v6.3.3">https://github.com/actions/github-script/compare/v6.3.2...v6.3.3</a></p>
<h2>v6.3.2</h2>
<h2>What's Changed</h2>
<ul>
<li>Update <code>@​actions/core</code> to 1.10.0 by <a
href="https://github.com/rentziass"><code>@​rentziass</code></a> in <a
href="https://redirect.github.com/actions/github-script/pull/295">actions/github-script#295</a></li>
</ul>
<!-- raw HTML omitted -->
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<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="60a0d83039"><code>60a0d83</code></a>
Merge pull request <a
href="https://redirect.github.com/actions/github-script/issues/440">#440</a>
from actions/joshmgross/v7.0.1</li>
<li><a
href="b7fb2001b4"><code>b7fb200</code></a>
Update version to 7.0.1</li>
<li><a
href="12e22ed06b"><code>12e22ed</code></a>
Merge pull request <a
href="https://redirect.github.com/actions/github-script/issues/439">#439</a>
from actions/joshmgross/avoid-setting-base-url</li>
<li><a
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Avoid setting <code>baseUrl</code> to undefined when input is not
provided</li>
<li><a
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Merge pull request <a
href="https://redirect.github.com/actions/github-script/issues/425">#425</a>
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Update licenses</li>
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Use <code>@types/node</code> for Node 20</li>
<li><a
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Fix quotations in tests</li>
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Only validate GraphQL <code>previews</code></li>
<li><a
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Remove <code>node-fetch</code> from type</li>
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2025-06-30 16:04:41 +08:00
Li Wang
c563a08f0a [CI] Fix nightly benchmark (#1453)
### What this PR does / why we need it?
Sometimes the performance benchmark workflow may fail. We hope to add a
prompt when the operation fails and not upload the dirty data of the
failed operation.

---------

Signed-off-by: wangli <wangli858794774@gmail.com>
2025-06-26 19:39:18 +08:00
zhangxinyuehfad
06ccce1ddf [FOLLOWUP] fix name and format in accuracy test (#1288) (#1435)
### What this PR does / why we need it?
fix accuracy test:
1. fix accuracy report
like:https://vllm-ascend--1429.org.readthedocs.build/en/1429/developer_guide/evaluation/accuracy_report/Qwen2.5-7B-Instruct-V0.html
2. fix create pr for report

Signed-off-by: hfadzxy <starmoon_zhang@163.com>
2025-06-26 00:26:54 +08:00
sharonyunyun
941269a6c5 adjusting the communication method in graph mode (#1194)
### What this PR does / why we need it?
Communication performance optimization: replace allreduce with
reduce_scatter+all_gather in MLA layer's TP group,to remove
stridedsliced and all_gather in MOE layer.
when tp > 1, It is enabled during the decode phase of the graph mode
when enable_multistream_moe、MLA, use_v1, and MC2 are used.
According to the end-to-end RL inference test results, this PR can bring
3% gain in the decode stage.

**Before Improvement**
Profiling kernel_details

![image](https://github.com/user-attachments/assets/1bb5dfa1-809b-410a-90c9-c5fd23cff003)
Evaluation

![image](https://github.com/user-attachments/assets/0b8ea0c7-88e7-410f-9ef4-f0cfe910cdc7)

![image](https://github.com/user-attachments/assets/94fde910-c125-4c2e-8de4-88fc3fafc057)

**After Improvement**
Profiling kernel_details

![image](https://github.com/user-attachments/assets/55fac0e0-11f2-4654-8fd4-287949e0b29e)
Evaluation

![image](https://github.com/user-attachments/assets/e923f74b-29c4-4171-9382-40a00cf05df0)

![image](https://github.com/user-attachments/assets/5dba7967-07ea-4926-a8be-804bfd34e3e4)

### Does this PR introduce _any_ user-facing change?
Users need to configure enable_multistream_moe=True

### How was this patch tested?
Add e2e test cases to cover code logic

Signed-off-by: sharonyunyun <zhangying134@huawei.com>
2025-06-25 19:56:49 +08:00
zhangxinyuehfad
0060886a37 [CI]Update accuracy report test (#1288)
### What this PR does / why we need it?
Update accuracy report test
1. Add Record commit hashes and GitHub links for both vllm and
vllm-ascend in accuracy reports
2. Add accuracy result verification checks to ensure output correctness
3. Creat PR via forked repository workflow

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

### How was this patch tested?
dense-accuracy-test:
https://github.com/vllm-project/vllm-ascend/actions/runs/15745619485
create pr via forked repository workflow:
https://github.com/zhangxinyuehfad/vllm-ascend/actions/runs/15747013719/job/44385134080
accuracy report pr:
https://github.com/vllm-project/vllm-ascend/pull/1292

Currently, the accuracy report used is old and needs to be merged into
pr, retest, update new report, then close #1292 .


Signed-off-by: hfadzxy <starmoon_zhang@163.com>
2025-06-25 14:10:34 +08:00
Li Wang
15df8be937 [Doc] Add sleep mode doc (#1295)
### What this PR does / why we need it?
Add sleep related doc and example

---------

Signed-off-by: wangli <wangli858794774@gmail.com>
2025-06-25 14:07:14 +08:00
Mengqing Cao
52317f92cb [DP] Tiny fix of dp and update example (#1273)
### What this PR does / why we need it?
Add `max_num_tokens_across_dp` to AscendMetadata to fix dp

This pr fixes the bug introduced by
https://github.com/vllm-project/vllm-ascend/pull/1229, which add an arg
`max_num_tokens_across_dp` when dp_size > 1.

Signed-off-by: MengqingCao <cmq0113@163.com>
2025-06-25 11:03:04 +08:00
Mengqing Cao
20767a043c [CI/UT] Fix disaggregated prefill ci (#1313)
### What this PR does / why we need it?
Use eager mode to run disaggregated prefill ci

### Does this PR introduce _any_ user-facing change?
N/A

### How was this patch tested?
CI passed with new existing test.

---------

Signed-off-by: MengqingCao <cmq0113@163.com>
2025-06-24 17:11:00 +08:00
Yikun Jiang
917c6b71af [TEST][DOC] Fix doctest and add system package installation (#1375)
### What this PR does / why we need it?
- Fix
[doctest](https://github.com/vllm-project/vllm-ascend/actions/workflows/vllm_ascend_doctest.yaml?query=event%3Aschedule)
- add system package installation
- Add doc for run doctests
- Cleanup all extra steps in .github/workflows/vllm_ascend_doctest.yaml
- Change schedule job from 4 ---> 12 hours

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

### How was this patch tested?
- doctest CI passed
- Local test with
`/vllm-workspace/vllm-ascend/tests/e2e/run_doctests.sh`.

Signed-off-by: Yikun Jiang <yikunkero@gmail.com>
2025-06-23 20:50:33 +08:00