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Default-off Ascend attention-path optimization MOD family for vLLM-HUST.

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vLLM Ascend Attention Optimizations

Default-off Ascend attention-path optimization MOD family for vLLM-HUST. The current package is a qualification gate: it is inert by default and rejects all recovered legacy selectors until a current-Host implementation exists.

Scope

Shared-prefix attention, FIA/FA execution, RoPE and attention-path optimization experiments.

This repository is the canonical integration and evidence home for the family. Every optimization is opt-in and disabled by default until its own compatibility and performance qualification is complete.

Recovered candidate disposition

Legacy selector Disposition Reason
core-boundary Retired Current Core and Ascend implement their own evolved decode/prefill boundary logic
persistent-matmul-empty Retired The original formal environment never consumed this path
linear-swiglu-graph Relocated This is an operator/fusion concern and must not be duplicated in the attention family
pyramidkv Port required It depends on the removed native_model_runner_v1.py lifecycle and old provider build

An empty VLLM_HUST_ATTENTION_OPTIMIZATIONS value is a no-op. Supplying any legacy selector fails closed with its disposition. This prevents an old wheel or deployment preset from silently patching a changed Host.

Current source audit

The audit is pinned to the Core commit verified by the Ascend Host, c4df37dfcc7f72ca41cd43801a468526ecf99a2b, and Ascend 7602797593170da4c531f1d8882a7b82dce8a1bc:

python tools/check_host_contract.py /path/to/vllm-hust /path/to/vllm-ascend-hust
pytest -q

The family remains retest_pending. No legacy performance result is eligible for the website until a new mechanism passes current-Host NPU qualification.

Ownership

Evidence

Measured single-MOD, composition, and compatibility results are published through vllm-hust-benchmark and presented with the corresponding MOD in the MOD catalog.

About

Default-off Ascend attention-path optimization MOD family for vLLM-HUST.

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