5b129cf0a1
### 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>
26 lines
378 B
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26 lines
378 B
Plaintext
-r requirements-lint.txt
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-r requirements.txt
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modelscope
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openai
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pytest >= 6.0,<9.0.0
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pytest-asyncio
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pytest-mock
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lm-eval==0.4.9.2
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types-jsonschema
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xgrammar
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zmq
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types-psutil
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pytest-cov
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regex
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sentence_transformers
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ray>=2.47.1,<=2.48.0
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protobuf>3.20.0
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librosa
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soundfile
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pytest_mock
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msserviceprofiler>=1.2.2
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mindstudio-probe>=8.3.0
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arctic-inference==0.1.1
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xlite==0.1.0rc1
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uc-manager
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