# # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # This file is a part of the vllm-ascend project. # from types import SimpleNamespace import torch from vllm.v1.kv_cache_interface import FullAttentionSpec from tests.ut.base import TestBase from vllm_ascend._310p.kv_block_zeroer import AscendKVBlockZeroer310 class TestAscendKVBlockZeroer310(TestBase): def setUp(self): self.zeroer = AscendKVBlockZeroer310(torch.device("cpu"), pin_memory=False) def test_zero_block_ids_noop_when_empty(self): kv = torch.ones(4, 2, 3) self.zeroer._kv_tensors = [kv] self.zeroer._logical_page_ratio = 1 self.zeroer.zero_block_ids([]) self.assertTrue(torch.all(kv == 1)) def test_zero_block_ids_zeros_target_slices(self): kv = torch.ones(6, 2, 3) self.zeroer._kv_tensors = [kv] self.zeroer._logical_page_ratio = 2 self.zeroer.zero_block_ids([1]) self.assertTrue(torch.all(kv[:2] == 1)) self.assertTrue(torch.all(kv[2:4] == 0)) self.assertTrue(torch.all(kv[4:] == 1)) def test_init_meta_deduplicates_kv_pointers(self): k_cache = torch.zeros(4, 2, 3) v_cache = k_cache layer_context = SimpleNamespace(kv_cache=(k_cache, v_cache)) spec = FullAttentionSpec( block_size=128, num_kv_heads=2, head_size=64, dtype=torch.float16, ) group = SimpleNamespace( kv_cache_spec=spec, kv_cache_group_id=0, layer_names=["layer_0"], ) self.zeroer.init_meta( attn_groups_iter=[group], kernel_block_sizes=[[64]], cache_dtype="float16", runner_only_attn_layers=set(), static_forward_context={"layer_0": layer_context}, ) self.assertEqual(len(self.zeroer._kv_tensors), 1) self.assertEqual(self.zeroer._logical_page_ratio, 2)