[1/N][Refactor] Refactor code to adapt with vllm main (#3612)
### What this PR does / why we need it? This is the step 1 of refactoring code to adapt with vllm main, and this pr aligned with17c540a9931. refactor deepseek to the latest code arch as of17c540a9932. bunches of fixes due to vllm changes - Fix `AscendScheduler` `__post_init__`, caused by https://github.com/vllm-project/vllm/pull/25075 - Fix `AscendScheduler` init got an unexpected arg `block_size`, caused by https://github.com/vllm-project/vllm/pull/26296 - Fix `KVCacheManager` `get_num_common_prefix_blocks` arg, caused by https://github.com/vllm-project/vllm/pull/23485 - Fix `MLAAttention` import,caused by https://github.com/vllm-project/vllm/pull/25103 - Fix `SharedFusedMoE` import, caused by https://github.com/vllm-project/vllm/pull/26145 - Fix `LazyLoader` improt, caused by https://github.com/vllm-project/vllm/pull/27022 - Fix `vllm.utils.swap_dict_values` improt, caused by https://github.com/vllm-project/vllm/pull/26990 - Fix `Backend` enum import, caused by https://github.com/vllm-project/vllm/pull/25893 - Fix `CompilationLevel` renaming to `CompilationMode` issue introduced by https://github.com/vllm-project/vllm/pull/26355 - Fix fused_moe ops, caused by https://github.com/vllm-project/vllm/pull/24097 - Fix bert model because of `inputs_embeds`, caused by https://github.com/vllm-project/vllm/pull/25922 - Fix MRope because of `get_input_positions_tensor` to `get_mrope_input_positions`, caused by https://github.com/vllm-project/vllm/pull/24172 - Fix `splitting_ops` changes introduced by https://github.com/vllm-project/vllm/pull/25845 - Fix multi-modality changes introduced by https://github.com/vllm-project/vllm/issues/16229 - Fix lora bias dropping issue introduced by https://github.com/vllm-project/vllm/pull/25807 - Fix structured ouput break introduced by https://github.com/vllm-project/vllm/issues/26737 ### Does this PR introduce _any_ user-facing change? ### How was this patch tested? CI passed with existing test. - vLLM version: v0.11.0rc3 - vLLM main: https://github.com/vllm-project/vllm/commit/v0.11.0 --------- Signed-off-by: MengqingCao <cmq0113@163.com> Signed-off-by: Icey <1790571317@qq.com> Co-authored-by: Icey <1790571317@qq.com>
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@@ -988,7 +988,7 @@ class AscendAttentionBackendImpl(AttentionImpl):
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else:
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if attn_metadata is None:
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return output.view(num_tokens, self.hidden_size)
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return output.view(num_tokens, self.hidden_size).fill_(0)
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num_decode_tokens = attn_metadata.num_decode_tokens
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has_decode = attn_metadata.num_decodes > 0
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has_prefill = attn_metadata.num_prefills > 0
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