[Bugfix] Fix the incorrect use of the output parameter in _forward_fia_slidingwindow#6469
[Bugfix] Fix the incorrect use of the output parameter in _forward_fia_slidingwindow#6469weijinqian0 merged 2 commits intovllm-project:mainfrom
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Summary of ChangesHello @acat-rw, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed! This pull request resolves a bug in the Highlights
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Code Review
This pull request provides a good fix for the incorrect handling of the output parameter in the _forward_fia_slidingwindow function. The change correctly ensures that the output tensor is updated in-place, which aligns with its role as an output parameter.
To align with the repository's style guide, I suggest updating the pull request title. The pull request summary is well-written and follows the prescribed format.
Suggested PR Title:
[Attention][BugFix] Fix incorrect use of output parameter in _forward_fia_slidingwindowSuggested PR Summary:
### What this PR does / why we need it?
Fix the incorrect use of the `output` parameter in `_forward_fia_slidingwindow`:Original (incorrect)
output, _ = torch_npu.npu_fused_infer_attention_score(...)
output= output.view(batch_size, self.num_heads, self.head_size)
In the original writing, the `output `parameter was directly assigned a new value, which is inconsistent with the interface definition, resulting in the inability to directly update `output `when calling externally.
attn_output, _ = torch_npu.npu_fused_infer_attention_score(...)
attn_output = attn_output.view(batch_size, self.num_heads, self.head_size)
output[:batch_size] = attn_output[:batch_size]
### Does this PR introduce _any_ user-facing change?
No change.
### How was this patch tested?
vLLM ascend version: v0.13.0rc1
- vLLM version: v0.14.1
- vLLM main: https://github.com/vllm-project/vllm/commit/dc917cceb877dfd13f98c538c4c96158047d98bd
…window Signed-off-by: acat-rw <892882856@qq.com>
…to qwen3next_rebase * 'main' of https://github.com/vllm-project/vllm-ascend: (59 commits) [Feat.]: 310p support MOE models (vllm-project#6530) [Doc] backport 0.13.0 release note (vllm-project#6584) [CI] Update UT CANN version to 8.5.0 for main branch (vllm-project#6564) [CI] Change A2 runner (vllm-project#6557) [Bugfix] Fix the incorrect use of the output parameter in _forward_fia_slidingwindow (vllm-project#6469) [main2main] upgrade vllm main 0202 (vllm-project#6560) [CI][npugraph_ex]Fix npugraph ex e2e test (vllm-project#6553) [Feature]KV pool supports sparse attention (vllm-project#6339) [bugfix]Fix accuracy issue in PCP/DCP with speculative decoding (vllm-project#6491) perf: adaptive block size selection in linear_persistent kernel (vllm-project#6537) [ModelRunner][Fix] Pads query_start_loc to satisfy FIA/TND constraint (vllm-project#6475) [Bugfix]Fix of Pooling Code and Update of Pooling Usage Guide (vllm-project#6126) [Fusion] Add rmsnorm dynamic quant fusion pass (vllm-project#6274) [Bugfix] Synchronize only the current stream to avoid device sync (vllm-project#6432) [CI] Add long and short prompt tests for DeepSeek-V3.2 (vllm-project#6499) [Refactor] MLP weight prefetch to consistency with MoE Model's prefetching in terms of code and usage (vllm-project#6442) [bugfix][npugraph_ex]duplicate pattern issue (vllm-project#6513) [bugfix][npugraph_ex]add the extra check for allreduce rmsnorm fusion pass (vllm-project#6430) [Quant] GLM4.7-Flash Support W8A8 (vllm-project#6492) [Nightly][BugFix] Remove kv_cache nz test case for test_mla_preprocess_nq.py (vllm-project#6505) ...
…a_slidingwindow (vllm-project#6469) ### What this PR does / why we need it? Fix the incorrect use of the `output` parameter in `_forward_fia_slidingwindow`: ``` # Original (incorrect) output, _ = torch_npu.npu_fused_infer_attention_score(...) output= output.view(batch_size, self.num_heads, self.head_size) ``` In the original writing, the `output `parameter was directly assigned a new value, which is inconsistent with the interface definition, resulting in the inability to directly update `output `when calling externally. ``` attn_output, _ = torch_npu.npu_fused_infer_attention_score(...) attn_output = attn_output.view(batch_size, self.num_heads, self.head_size) output[:batch_size] = attn_output[:batch_size] ``` ### Does this PR introduce _any_ user-facing change? No change. Co-authored-by: GoCHug<gch59135228@163.com> ### How was this patch tested? vLLM ascend version: v0.13.0rc1 Signed-off-by: acat-rw <892882856@qq.com> Signed-off-by: momochenchuw <chenchuw@huawei.com>
…a_slidingwindow (vllm-project#6469) ### What this PR does / why we need it? Fix the incorrect use of the `output` parameter in `_forward_fia_slidingwindow`: ``` # Original (incorrect) output, _ = torch_npu.npu_fused_infer_attention_score(...) output= output.view(batch_size, self.num_heads, self.head_size) ``` In the original writing, the `output `parameter was directly assigned a new value, which is inconsistent with the interface definition, resulting in the inability to directly update `output `when calling externally. ``` attn_output, _ = torch_npu.npu_fused_infer_attention_score(...) attn_output = attn_output.view(batch_size, self.num_heads, self.head_size) output[:batch_size] = attn_output[:batch_size] ``` ### Does this PR introduce _any_ user-facing change? No change. Co-authored-by: GoCHug<gch59135228@163.com> ### How was this patch tested? vLLM ascend version: v0.13.0rc1 Signed-off-by: acat-rw <892882856@qq.com> Signed-off-by: zrj026 <zhangrunjiang026@gmail.com>
…a_slidingwindow (vllm-project#6469) ### What this PR does / why we need it? Fix the incorrect use of the `output` parameter in `_forward_fia_slidingwindow`: ``` # Original (incorrect) output, _ = torch_npu.npu_fused_infer_attention_score(...) output= output.view(batch_size, self.num_heads, self.head_size) ``` In the original writing, the `output `parameter was directly assigned a new value, which is inconsistent with the interface definition, resulting in the inability to directly update `output `when calling externally. ``` attn_output, _ = torch_npu.npu_fused_infer_attention_score(...) attn_output = attn_output.view(batch_size, self.num_heads, self.head_size) output[:batch_size] = attn_output[:batch_size] ``` ### Does this PR introduce _any_ user-facing change? No change. Co-authored-by: GoCHug<gch59135228@163.com> ### How was this patch tested? vLLM ascend version: v0.13.0rc1 Signed-off-by: acat-rw <892882856@qq.com>
…a_slidingwindow (vllm-project#6469) ### What this PR does / why we need it? Fix the incorrect use of the `output` parameter in `_forward_fia_slidingwindow`: ``` # Original (incorrect) output, _ = torch_npu.npu_fused_infer_attention_score(...) output= output.view(batch_size, self.num_heads, self.head_size) ``` In the original writing, the `output `parameter was directly assigned a new value, which is inconsistent with the interface definition, resulting in the inability to directly update `output `when calling externally. ``` attn_output, _ = torch_npu.npu_fused_infer_attention_score(...) attn_output = attn_output.view(batch_size, self.num_heads, self.head_size) output[:batch_size] = attn_output[:batch_size] ``` ### Does this PR introduce _any_ user-facing change? No change. Co-authored-by: GoCHug<gch59135228@163.com> ### How was this patch tested? vLLM ascend version: v0.13.0rc1 Signed-off-by: acat-rw <892882856@qq.com> Signed-off-by: zrj026 <zhangrunjiang026@gmail.com>
…a_slidingwindow (vllm-project#6469) ### What this PR does / why we need it? Fix the incorrect use of the `output` parameter in `_forward_fia_slidingwindow`: ``` # Original (incorrect) output, _ = torch_npu.npu_fused_infer_attention_score(...) output= output.view(batch_size, self.num_heads, self.head_size) ``` In the original writing, the `output `parameter was directly assigned a new value, which is inconsistent with the interface definition, resulting in the inability to directly update `output `when calling externally. ``` attn_output, _ = torch_npu.npu_fused_infer_attention_score(...) attn_output = attn_output.view(batch_size, self.num_heads, self.head_size) output[:batch_size] = attn_output[:batch_size] ``` ### Does this PR introduce _any_ user-facing change? No change. Co-authored-by: GoCHug<gch59135228@163.com> ### How was this patch tested? vLLM ascend version: v0.13.0rc1 Signed-off-by: acat-rw <892882856@qq.com>
What this PR does / why we need it?
Fix the incorrect use of the
outputparameter in_forward_fia_slidingwindow:In the original writing, the
outputparameter was directly assigned a new value, which is inconsistent with the interface definition, resulting in the inability to directly updateoutputwhen calling externally.Does this PR introduce any user-facing change?
No change.
Co-authored-by: GoCHuggch59135228@163.com
How was this patch tested?
vLLM ascend version: v0.13.0rc1