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Waiting for BMM NZ support(Improve TPOP 2ms performance) #1131
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jianzs
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vllm-project:main
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ttanzhiqiang:use_attention_linear_nz
Jun 15, 2025
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Waiting for BMM NZ support(Improve TPOP 2ms performance) #1131
jianzs
merged 6 commits into
vllm-project:main
from
ttanzhiqiang:use_attention_linear_nz
Jun 15, 2025
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Signed-off-by: ttanzhiqiang <389825161@qq.com>
Signed-off-by: ttanzhiqiang <389825161@qq.com>
ApsarasX
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Jun 9, 2025
Signed-off-by: ttanzhiqiang <389825161@qq.com>
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Signed-off-by: ttanzhiqiang <389825161@qq.com>
jianzs
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Jun 15, 2025
shiyuan680
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Jul 7, 2025
…t#1131) W_UV/W_UK_T cannot be converted to nz, because this position will be fused into transposebatchmatmul, which does not support nz. The weights are actually converted back to nd in each run. Use vllm-project#1098 as the baseline, p90 TPOT 90.79ms->88.58ms, improve TPOP 2ms use vllm-project#1101 --------- Signed-off-by: ttanzhiqiang <389825161@qq.com>
chopper0126
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Oct 16, 2025
…t#1131) ### What this PR does / why we need it? W_UV/W_UK_T cannot be converted to nz, because this position will be fused into transposebatchmatmul, which does not support nz. The weights are actually converted back to nd in each run. ### Does this PR introduce _any_ user-facing change? Use vllm-project#1098 as the baseline, p90 TPOT 90.79ms->88.58ms, improve TPOP 2ms ### How was this patch tested? use vllm-project#1101 --------- Signed-off-by: ttanzhiqiang <389825161@qq.com>
Angazenn
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Oct 21, 2025
…t#1131) ### What this PR does / why we need it? W_UV/W_UK_T cannot be converted to nz, because this position will be fused into transposebatchmatmul, which does not support nz. The weights are actually converted back to nd in each run. ### Does this PR introduce _any_ user-facing change? Use vllm-project#1098 as the baseline, p90 TPOT 90.79ms->88.58ms, improve TPOP 2ms ### How was this patch tested? use vllm-project#1101 --------- Signed-off-by: ttanzhiqiang <389825161@qq.com>
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What this PR does / why we need it?
W_UV/W_UK_T cannot be converted to nz, because this position will be fused into transposebatchmatmul, which does not support nz. The weights are actually converted back to nd in each run.
Does this PR introduce any user-facing change?
Use #1098 as the baseline

p90 TPOT 90.79ms->88.58ms, Improve TPOP 2ms
How was this patch tested?
use #1101