# SPDX-License-Identifier: Apache-2.0 # SPDX-FileCopyrightText: Copyright contributors to the vLLM-Omni project """Shared access to the production ``KVCacheTensor`` layout derivation. Tests deliberately go through the same code production uses (``vllm_omni.diffusion.diffusion_kv.layout``) rather than recomputing strides, so a regression in that derivation fails the suite instead of being masked by a parallel test-only copy. """ from types import SimpleNamespace from vllm.config import CacheConfig from vllm.v1.kv_cache_layout import KVCacheLayout from vllm_omni.diffusion.diffusion_kv.layout import ( build_kv_cache_tensor, resolve_diffusion_kv_cache_layout, ) __all__ = ["build_kv_cache_tensor", "layout_for_backend"] def layout_for_backend(attn_backend) -> KVCacheLayout: """The physical layout ``attn_backend``'s block-stride declaration selects. Before 0.29 a backend's ``indexes_kv_by_block_stride()`` was copied onto ``AttentionSpec``; asserting on the resolved layout is the surviving way to check that declaration still reaches the cache. """ vllm_config = SimpleNamespace(cache_config=CacheConfig()) return resolve_diffusion_kv_cache_layout( vllm_config, indexes_kv_by_block_stride=attn_backend.indexes_kv_by_block_stride(), )