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[Feature] Update custom op build framework (#8146) ## Summary - update the custom-op build and packaging framework - align current custom-op integration under csrc while keeping the current main-branch operator implementations - improve custom-op runtime environment bootstrap so single-op tests and offline service no longer depend on manually sourcing vendor env scripts - keep the non-custom-op build path unchanged ## Notes - this PR focuses on the custom-op build framework update and related runtime loading path changes - operator implementations continue to follow the current main-branch codebase - final validation for this PR state relies on the CI results on GitHub ## Validation - remote A2 targeted verification completed for custom-op build/install and runtime bootstrap - full CI is used as the final validation gate for this PR state - vLLM version: - vLLM main: https://github.com/vllm-project/vllm/commit/v0.19.0 Signed-off-by: maoxx241 <maomaoyu870@gmail.com>18 天前
[Feature] Update custom op build framework (#8146) ## Summary - update the custom-op build and packaging framework - align current custom-op integration under csrc while keeping the current main-branch operator implementations - improve custom-op runtime environment bootstrap so single-op tests and offline service no longer depend on manually sourcing vendor env scripts - keep the non-custom-op build path unchanged ## Notes - this PR focuses on the custom-op build framework update and related runtime loading path changes - operator implementations continue to follow the current main-branch codebase - final validation for this PR state relies on the CI results on GitHub ## Validation - remote A2 targeted verification completed for custom-op build/install and runtime bootstrap - full CI is used as the final validation gate for this PR state - vLLM version: - vLLM main: https://github.com/vllm-project/vllm/commit/v0.19.0 Signed-off-by: maoxx241 <maomaoyu870@gmail.com>18 天前
[Feature] Update custom op build framework (#8146) ## Summary - update the custom-op build and packaging framework - align current custom-op integration under csrc while keeping the current main-branch operator implementations - improve custom-op runtime environment bootstrap so single-op tests and offline service no longer depend on manually sourcing vendor env scripts - keep the non-custom-op build path unchanged ## Notes - this PR focuses on the custom-op build framework update and related runtime loading path changes - operator implementations continue to follow the current main-branch codebase - final validation for this PR state relies on the CI results on GitHub ## Validation - remote A2 targeted verification completed for custom-op build/install and runtime bootstrap - full CI is used as the final validation gate for this PR state - vLLM version: - vLLM main: https://github.com/vllm-project/vllm/commit/v0.19.0 Signed-off-by: maoxx241 <maomaoyu870@gmail.com>18 天前
[Feature][Ops] Add A5 custom operator build support (#9271) ### What this PR does / why we need it? This PR adds the A5 / ascend950 custom operator build and binding support needed by the DeepSeek V4 A5 path. Changes included: - Updates the ascend950 CUSTOM_OPS_ARRAY in csrc/build_aclnn.sh to match the A5 ACLNN branch operator list. - Adds A5-specific custom operator directories for indexer_compress_epilog, indexer_compress_epilog_v2, kv_compress_epilog, kv_quant_sparse_attn_sharedkv, kv_quant_sparse_attn_sharedkv_metadata, load_index_kv_cache, hc_pre, and swiglu_group_quant. - Wires torch and meta registrations for the new A5 operators, including npu_hc_pre_v2 and grouped_matmul_swiglu_quant_weight_nz. - Skips the direct vllm_ascend_kernels target for ascend950 and uses VLLM_ENABLE_ATB_AND_DIRECT_KERNELS to guard direct-kernel includes, schemas, implementations, and meta registrations. This keeps ascend950 and 310P import-safe when those direct kernels are not built. - Maps ascend950 to the newer Ascend950PR_9599 CANN platform name used by the new build framework. - Updates quant_lightning_indexer for A5 PA cache views: it keeps the existing stride / scale_stride schema, avoids forcing 950 key/key-scale tensors contiguous, and uses the passed strides in the arch35 PA offset path. A3 conflict-sensitive note: - The A5 source branch also contains changes under shared A3 operator paths such as compressor, sparse_attn_sharedkv, hc_pre_sinkhorn, hc_pre_inv_rms, hc_post, inplace_partial_rotary_mul, moe_gating_top_k_hash, and fused-MoE Python code. - This PR intentionally does not overwrite those shared implementations. For shared operator names that remain in the ascend950 build list, it uses the current main-branch implementation and only adds the A5-specific operator directories missing from main. - quant_lightning_indexer is the intentional shared-path exception because A5 needs dim0-stride-aware PA cache access. - quant_lightning_indexer_metadata stays on the mainline Ascend950 SoC-version behavior and does not add legacy Ascend910_95 compatibility. - compressor is intentionally not changed in this PR and should be handled by the operator owners separately. - vLLM version: v0.20.2 - vLLM main: https://github.com/vllm-project/vllm/commit/0d4d334eaa583b9c09aa4eb7538c22db99fd84b3 --------- Signed-off-by: maoxx241 <maomaoyu870@gmail.com>10 天前
[Feature] Update custom op build framework (#8146) ## Summary - update the custom-op build and packaging framework - align current custom-op integration under csrc while keeping the current main-branch operator implementations - improve custom-op runtime environment bootstrap so single-op tests and offline service no longer depend on manually sourcing vendor env scripts - keep the non-custom-op build path unchanged ## Notes - this PR focuses on the custom-op build framework update and related runtime loading path changes - operator implementations continue to follow the current main-branch codebase - final validation for this PR state relies on the CI results on GitHub ## Validation - remote A2 targeted verification completed for custom-op build/install and runtime bootstrap - full CI is used as the final validation gate for this PR state - vLLM version: - vLLM main: https://github.com/vllm-project/vllm/commit/v0.19.0 Signed-off-by: maoxx241 <maomaoyu870@gmail.com>18 天前
[Feature] Update custom op build framework (#8146) ## Summary - update the custom-op build and packaging framework - align current custom-op integration under csrc while keeping the current main-branch operator implementations - improve custom-op runtime environment bootstrap so single-op tests and offline service no longer depend on manually sourcing vendor env scripts - keep the non-custom-op build path unchanged ## Notes - this PR focuses on the custom-op build framework update and related runtime loading path changes - operator implementations continue to follow the current main-branch codebase - final validation for this PR state relies on the CI results on GitHub ## Validation - remote A2 targeted verification completed for custom-op build/install and runtime bootstrap - full CI is used as the final validation gate for this PR state - vLLM version: - vLLM main: https://github.com/vllm-project/vllm/commit/v0.19.0 Signed-off-by: maoxx241 <maomaoyu870@gmail.com>18 天前
[Feature] Update custom op build framework (#8146) ## Summary - update the custom-op build and packaging framework - align current custom-op integration under csrc while keeping the current main-branch operator implementations - improve custom-op runtime environment bootstrap so single-op tests and offline service no longer depend on manually sourcing vendor env scripts - keep the non-custom-op build path unchanged ## Notes - this PR focuses on the custom-op build framework update and related runtime loading path changes - operator implementations continue to follow the current main-branch codebase - final validation for this PR state relies on the CI results on GitHub ## Validation - remote A2 targeted verification completed for custom-op build/install and runtime bootstrap - full CI is used as the final validation gate for this PR state - vLLM version: - vLLM main: https://github.com/vllm-project/vllm/commit/v0.19.0 Signed-off-by: maoxx241 <maomaoyu870@gmail.com>18 天前
[Feature] Update custom op build framework (#8146) ## Summary - update the custom-op build and packaging framework - align current custom-op integration under csrc while keeping the current main-branch operator implementations - improve custom-op runtime environment bootstrap so single-op tests and offline service no longer depend on manually sourcing vendor env scripts - keep the non-custom-op build path unchanged ## Notes - this PR focuses on the custom-op build framework update and related runtime loading path changes - operator implementations continue to follow the current main-branch codebase - final validation for this PR state relies on the CI results on GitHub ## Validation - remote A2 targeted verification completed for custom-op build/install and runtime bootstrap - full CI is used as the final validation gate for this PR state - vLLM version: - vLLM main: https://github.com/vllm-project/vllm/commit/v0.19.0 Signed-off-by: maoxx241 <maomaoyu870@gmail.com>18 天前
[Feature] Update custom op build framework (#8146) ## Summary - update the custom-op build and packaging framework - align current custom-op integration under csrc while keeping the current main-branch operator implementations - improve custom-op runtime environment bootstrap so single-op tests and offline service no longer depend on manually sourcing vendor env scripts - keep the non-custom-op build path unchanged ## Notes - this PR focuses on the custom-op build framework update and related runtime loading path changes - operator implementations continue to follow the current main-branch codebase - final validation for this PR state relies on the CI results on GitHub ## Validation - remote A2 targeted verification completed for custom-op build/install and runtime bootstrap - full CI is used as the final validation gate for this PR state - vLLM version: - vLLM main: https://github.com/vllm-project/vllm/commit/v0.19.0 Signed-off-by: maoxx241 <maomaoyu870@gmail.com>18 天前