# SPDX-License-Identifier: Apache-2.0 # SPDX-FileCopyrightText: Copyright contributors to the vLLM project from collections import OrderedDict import pytest from vllm_omni.diffusion.models.dreamzero.pipeline_dreamzero import DreamZeroPipeline from vllm_omni.diffusion.models.dreamzero.state_dreamzero import DreamZeroState pytestmark = [pytest.mark.core_model, pytest.mark.cpu] def _empty_pipeline() -> DreamZeroPipeline: pipeline = DreamZeroPipeline.__new__(DreamZeroPipeline) pipeline._states = OrderedDict() pipeline._max_session_states = 2 return pipeline def test_dreamzero_pipeline_state_is_session_keyed() -> None: pipeline = _empty_pipeline() session_a = pipeline._get_or_create_state("session-a") session_b = pipeline._get_or_create_state("session-b") session_a.call_count = 7 session_b.call_count = 3 assert pipeline._get_or_create_state("session-a") is session_a assert pipeline._get_or_create_state("session-b") is session_b assert session_a.call_count == 7 assert session_b.call_count == 3 def test_dreamzero_pipeline_state_lru_caps_retained_sessions() -> None: pipeline = _empty_pipeline() session_a = pipeline._get_or_create_state("session-a") pipeline._get_or_create_state("session-b") assert pipeline._get_or_create_state("session-a") is session_a pipeline._get_or_create_state("session-c") assert list(pipeline._states) == ["session-a", "session-c"] assert "session-b" not in pipeline._states def test_dreamzero_state_owns_no_kv_caches() -> None: """KV (self- and cross-attention) is engine-owned since the AR-Diffusion paged backend: the model-local cache accessors must be gone so nothing can silently bypass the engine pool.""" state = DreamZeroState() for removed in ("get_kv_caches", "create_kv_caches", "update_kv_cache", "get_crossattn_caches"): assert not hasattr(state, removed)