11 Commits

Author SHA1 Message Date
Li Wang
75fae619d5 [Misc] Refactor aclgraph accuracy test to use logprob-based comparison (#7455)
### What this PR does / why we need it?

Replace text-match assertions with a two-tier logprob accuracy check:

- Prefill (token 0): assert token ID is identical between eager baseline
and compiled mode, then verify logprob matches within `atol`.
- Decode (tokens 1-2): if chosen tokens match, compare logprobs
directly; if they differ, cross-lookup the baseline token in the
compiled model's top-20 distribution and assert the assigned logprob is
within `decode_atol` (defaults to 2x atol). This tolerates minor argmax
drift caused by floating-point differences while still catching
distribution divergence.

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

### How was this patch tested?

- vLLM version: v0.17.0
- vLLM main:
8a680463fa

---------

Signed-off-by: wangli <wangli858794774@gmail.com>
2026-03-23 09:08:21 +08:00
SILONG ZENG
62ea664aa7 [Lint]Style: Convert test/ to ruff format(Batch #5) (#6747)
### What this PR does / why we need it?
| File Path |
| :--- |
| `tests/e2e/singlecard/compile/backend.py` |
| `tests/e2e/singlecard/compile/test_graphex_norm_quant_fusion.py` |
| `tests/e2e/singlecard/compile/test_graphex_qknorm_rope_fusion.py` |
| `tests/e2e/singlecard/compile/test_norm_quant_fusion.py` |
| `tests/e2e/singlecard/model_runner_v2/test_basic.py` |
| `tests/e2e/singlecard/test_aclgraph_accuracy.py` |
| `tests/e2e/singlecard/test_aclgraph_batch_invariant.py` |
| `tests/e2e/singlecard/test_aclgraph_mem.py` |
| `tests/e2e/singlecard/test_async_scheduling.py` |
| `tests/e2e/singlecard/test_auto_fit_max_mode_len.py` |
| `tests/e2e/singlecard/test_batch_invariant.py` |
| `tests/e2e/singlecard/test_camem.py` |
| `tests/e2e/singlecard/test_completion_with_prompt_embeds.py` |
| `tests/e2e/singlecard/test_cpu_offloading.py` |
| `tests/e2e/singlecard/test_guided_decoding.py` |
| `tests/e2e/singlecard/test_ilama_lora.py` |
| `tests/e2e/singlecard/test_llama32_lora.py` |
| `tests/e2e/singlecard/test_models.py` |
| `tests/e2e/singlecard/test_multistream_overlap_shared_expert.py` |
| `tests/e2e/singlecard/test_quantization.py` |
| `tests/e2e/singlecard/test_qwen3_multi_loras.py` |
| `tests/e2e/singlecard/test_sampler.py` |
| `tests/e2e/singlecard/test_vlm.py` |
| `tests/e2e/singlecard/test_xlite.py` |
| `tests/e2e/singlecard/utils.py` |

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

### How was this patch tested?

- vLLM version: v0.15.0
- vLLM main:
9562912cea

---------

Signed-off-by: MrZ20 <2609716663@qq.com>
2026-02-24 15:50:00 +08:00
Magnus
5b129cf0a1 [1/N][Feat] Xlite Qwen3 MoE Support (#5951)
### What this PR does / why we need it?
This patch adds support for the Qwen3-MoE model in Xlite. For more
details about Xlite, please refer to the following
link:https://atomgit.com/openeuler/GVirt/blob/master/xlite/README.md.

Qwen3-MoE TODO List:
- [ ] Qwen3-235B-A22B support
- [ ] Qwen3-MoE weights NZ support
- [ ] Qwen3-MoE data parallel support

## Qwen3-30B-A3B-Instruct-2507 910B3(A2) Online Inference Performance
Comparison
- aclgraph: main(69b170b8b5)
- xlite-full: main + xlite-full
- xlite-decode-only: main + xlite-decode-only
- diff1: Performance comparison between xlite-full and aclgraph
- diff2: Performance comparison between xlite-decode-only and aclgraph

| maxconcurrency | item | TTFT(ms) | | TPOT(ms) | | QPS (req/s) |
OutputSpeed (token/s) |
| --- | --- | --- | --- | --- | --- | --- | --- |
|  |  | Avg | P99 | Avg | P99 |  |  |
| 1 | baseline-aclgraph | 205.07 | 287.29 | 12.34 | 12.65 | 0.14 | 78.81
|
| 1 | xlite-full | 66.40 | 113.69 | 11.71 | 12.40 | 0.15 | 84.73 |
| 1 | xlite-decode-only | 221.15 | 316.40 | 12.16 | 12.91 | 0.14 | 79.70
|
| 1 | diff1 | -67.62% | -60.43% | -5.11% | -1.98% | 7.14% | 7.51% |
| 1 | diff2 | 7.84% | 10.13% | -1.46% | 2.06% | 0.00% | 1.13% |
|  |  |  |  |  |  |  |  |
| 16 | baseline-aclgraph | 1892.16 | 13916.86 | 22.78 | 39.28 | 1.15 |
589.89 |
| 16 | xlite-full | 1355.40 | 8907.45 | 15.96 | 25.15 | 1.65 | 850.21 |
| 16 | xlite-decode-only | 1519.42 | 8711.64 | 19.23 | 29.73 | 1.38 |
711.60 |
| 16 | diff1 | -28.37% | -36.00% | -29.94% | -35.97% | 43.48% | 44.13% |
| 16 | diff2 | -19.70% | -37.40% | -15.58% | -24.31% | 20.00% | 20.63% |
|  |  |  |  |  |  |  |  |
| 32 | baseline-aclgraph | 673.80 | 3914.90 | 32.20 | 37.95 | 1.80 |
928.54 |
| 32 | xlite-full | 481.65 | 2710.50 | 19.95 | 25.35 | 2.91 | 1506.67 |
| 32 | xlite-decode-only | 372.22 | 1095.25 | 25.19 | 28.47 | 2.33 |
1202.82 |
| 32 | diff1 | -28.52% | -30.76% | -38.04% | -33.20% | 61.67% | 62.26% |
| 32 | diff2 | -44.76% | -72.02% | -21.77% | -24.98% | 29.44% | 29.54% |
|  |  |  |  |  |  |  |  |
| 48 | baseline-aclgraph | 583.18 | 3277.65 | 41.02 | 46.05 | 2.17 |
1115.08 |
| 48 | xlite-full | 973.42 | 8237.33 | 23.29 | 30.50 | 3.71 | 1908.09 |
| 48 | xlite-decode-only | 480.79 | 2026.98 | 31.48 | 35.41 | 2.83 |
1453.75 |
| 48 | diff1 | 66.92% | 151.32% | -43.22% | -33.77% | 70.97% | 71.12% |
| 48 | diff2 | -17.56% | -38.16% | -23.26% | -23.11% | 30.41% | 30.37% |
|  |  |  |  |  |  |  |  |
| 64 | baseline-aclgraph | 742.74 | 5953.39 | 47.79 | 53.15 | 2.48 |
1272.37 |
| 64 | xlite-full | 545.22 | 3941.34 | 25.09 | 30.41 | 4.64 | 2376.44 |
| 64 | xlite-decode-only | 752.40 | 4534.29 | 38.67 | 43.28 | 3.06 |
1567.94 |
| 64 | diff1 | -26.59% | -33.80% | -47.50% | -42.78% | 87.10% | 86.77% |
| 64 | diff2 | 1.30% | -23.84% | -19.08% | -18.57% | 23.39% | 23.23% |
|  |  |  |  |  |  |  |  |
| 100 | baseline-aclgraph | 565.52 | 1716.81 | 60.89 | 68.69 | 3.08 |
1580.64 |
| 100 | xlite-full | 398.14 | 2328.88 | 30.70 | 32.45 | 6.01 | 3086.42 |
| 100 | xlite-decode-only | 712.53 | 4875.94 | 52.71 | 60.78 | 3.53 |
1813.58 |
| 100 | diff1 | -29.60% | 35.65% | -49.58% | -52.76% | 95.13% | 95.26% |
| 100 | diff2 | 26.00% | 184.01% | -13.43% | -11.52% | 14.61% | 14.74% |
|  |  |  |  |  |  |  |  |
| 150 | baseline-aclgraph | 842.42 | 5175.01 | 73.60 | 88.18 | 3.80 |
1952.26 |
| 150 | xlite-full | 568.52 | 4204.33 | 37.90 | 40.01 | 7.27 | 3734.72 |
| 150 | xlite-decode-only | 654.43 | 2504.06 | 67.40 | 77.00 | 4.18 |
2145.11 |
| 150 | diff1 | -32.51% | -18.76% | -48.51% | -54.63% | 91.32% | 91.30%
|
| 150 | diff2 | -22.32% | -51.61% | -8.42% | -12.68% | 10.00% | 9.88% |
|  |  |  |  |  |  |  |  |
| 200 | baseline-aclgraph | 750.63 | 3049.91 | 88.26 | 101.95 | 4.28 |
2189.72 |
| 200 | xlite-full | 558.48 | 3791.98 | 45.54 | 49.04 | 8.17 | 4175.52 |
| 200 | xlite-decode-only | 807.09 | 4254.95 | 85.18 | 101.79 | 4.44 |
2271.52 |
| 200 | diff1 | -25.60% | 24.33% | -48.40% | -51.90% | 90.89% | 90.69% |
| 200 | diff2 | 7.52% | 39.51% | -3.49% | -0.16% | 3.74% | 3.74% |
|  |  |  |  |  |  |  |  |

### How was this patch tested?

- vLLM version: v0.13.0
- vLLM main:
2c24bc6996

---------

Signed-off-by: changdawei1 <changdawei3@huawei.com>
Co-authored-by: LVYANGGUO <275926687@qq.com>
Co-authored-by: lulina <lina.lulina@huawei.com>
2026-01-21 09:26:03 +08:00
Li Wang
1165b2c863 [1/N][CI] Refactor accuracy test (#5400)
### What this PR does / why we need it?
1. Accuracy testing no longer compares eager and graph modes; instead,
it directly extracts the golden result under the graph mode
configuration (the implicit purpose of this case is to verify whether
modifications affect existing results)
2. Next step: finer-grained supervision of logits/sampler results
### Does this PR introduce _any_ user-facing change?

### How was this patch tested?

- vLLM version: release/v0.13.0
- vLLM main:
254f6b9867

Signed-off-by: wangli <wangli858794774@gmail.com>
2026-01-07 20:58:15 +08:00
Magnus
2b5536362a [CI] skip xlite-decode-only e2e test (#5407)
### What this PR does / why we need it?
skip xlite-decode-only e2e test, since it's unstable

- vLLM version: release/v0.13.0
- vLLM main:
81786c8774

Signed-off-by: changdawei1 <changdawei3@huawei.com>
2026-01-05 11:05:26 +08:00
Icey
9b2a7d8866 [BugFix][Fusion] Patch compile backend to make fusion available (#5308)
Currently, the vllm pr: https://github.com/vllm-project/vllm/pull/24252
is causing operator fusion to fail, which can be mitigated by patching
the backend. Once the problem is completely resolved, I will submit a
new pull request to remove the patch.

- vLLM version: release/v0.13.0
- vLLM main:
5fbfa8d9ef
---------
Signed-off-by: wxsIcey <1790571317@qq.com>
2025-12-26 09:18:16 +08:00
Magnus
59f11dd1cb [Bugfix] fix xlite decode-only e2e test (#5354)
### What this PR does / why we need it?
fix xlite decode-only e2e test, xlite decode-only mode utilizes
aclgraph's prefill and will be affected by aclgraph, so shortened test
length.

- vLLM version: release/v0.13.0
- vLLM main:
bc0a5a0c08

Signed-off-by: changdawei1 <changdawei3@huawei.com>
Co-authored-by: changdawei1 <changdawei3@huawei.com>
2025-12-25 16:30:17 +08:00
Magnus
a9fccbeb30 [CI] add xlite e2e test (#5305)
### What this PR does / why we need it?
add xlite e2e test

- vLLM version: release/v0.13.0
- vLLM main:
5fbfa8d9ef

Signed-off-by: DaweiChang <405739598@qq.com>
2025-12-25 09:17:06 +08:00
zhangxinyuehfad
8ae7fca947 [CI] refect e2e ci test (#5246)
### What this PR does / why we need it?
efect e2e ci test:
1. tests/e2e/singlecard/pooling/test_embedding.py: remove the eager
parameter and rename test case
2. tests/e2e/singlecard/pooling/test_scoring.py: Rename test cases
3. tests/e2e/singlecard/pooling/test_classification.py: Rename test case
4. tests/e2e/singlecard/test_quantization.py: remove the eager parameter
and chage model to vllm-ascend/Qwen2.5-0.6B-W8A8 and Rename test case
5. tests/e2e/multicard/test_shared_expert_dp.py: Rename test cases
6. tests/e2e/singlecard/test_sampler.py: Rename test cases
7. tests/e2e/singlecard/test_aclgraph_accuracy.py: Rename test cases
8. tests/e2e/multicard/test_offline_inference_distributed.py: Rename
test cases and remove the eager parameter
9. tests/e2e/multicard/long_sequence/test_accuracy.py: Rename test cases
and remove the eager parameter
10. tests/e2e/multicard/long_sequence/test_basic.py: Rename test cases
and remove the eager parameter
11.tests/e2e/multicard/test_expert_parallel.py:remove the eager
parameter
12.tests/e2e/multicard/test_full_graph_mode.py:remove the eager
parameter
13.tests/e2e/multicard/test_ilama_lora_tp2.py:remove the eager parameter

14.tests/e2e/singlecard/spec_decode_v1/test_v1_mtp_correctness.py:remove
the eager parameter
15.tests/e2e/singlecard/spec_decode_v1/test_v1_spec_decode.py:remove the
eager parameter
16.tests/e2e/singlecard/test_aclgraph_accuracy.py:remove the eager
parameter
17.tests/e2e/singlecard/test_camem.py:remove the eager parameter
18.tests/e2e/singlecard/test_ilama_lora.py:remove the eager parameter

19.tests/e2e/singlecard/test_multistream_overlap_shared_expert.py:remove
the eager parameter
20.tests/e2e/singlecard/test_vlm.py:remove the eager parameter
21.tests/e2e/singlecard/test_xli:remove the eager parameter

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

### How was this patch tested?

- vLLM version: release/v0.13.0
- vLLM main:
ad32e3e19c

Signed-off-by: hfadzxy <starmoon_zhang@163.com>
2025-12-23 18:42:35 +08:00
LuLina
afe00505de [Fix] skip xlite e2e test (#4786)
### What this PR does / why we need it?
Due to the differences in operators used and execution order between
xlite and eager modes, there will be slight precision discrepancies.
This patch skip the xlite e2e tests.

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

### How was this patch tested?
vLLM version: v0.12.0
vLLM main:
ad32e3e19c

Signed-off-by: lulina <lina.lulina@huawei.com>
Co-authored-by: wangxiyuan <wangxiyuan1007@gmail.com>
2025-12-08 16:48:15 +08:00
LuLina
2be0fe2691 [Feat] Add Euler xlite graph wrapper support (#4526)
### What this PR does / why we need it?
This patch adds support for the xlite graph wrapper to vllm_ascend.
Xlite provides operator implementations of the transformer network on
Ascend hardware. For details about xlite, please refer to the following
link: https://gitee.com/openeuler/GVirt/blob/master/xlite/README.md
The latest performance comparison data between xlite and the default
aclgraph mode is as follows:

## Qwen3 32B TPS 910B3(A2) Online Inference Performance Comparison
- aclgraph: main(c4a71fc6) 
- xlite-full: main(c4a71fc6) + xlite-full
- xlite-decode-only: main(c4a71fc6) + xlite-decode-only
- diff1: Performance comparison between xlite-full and aclgraph
- diff2: Performance comparison between xlite-decode-only and aclgraph


### Does this PR introduce _any_ user-facing change?
Enable the xlite graph mode by setting xlite_graph_config:
--additional-config='{"xlite_graph_config": {"enabled": true}}' #
Enabled for decode only
--additional-config='{"xlite_graph_config": {"enabled": true,
"full_mode": true}}' # Enabled for prefill and decode

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

---------

Signed-off-by: lulina <lina.lulina@huawei.com>
Co-authored-by: wangxiyuan <wangxiyuan1007@gmail.com>
2025-12-08 08:27:46 +08:00