| 1 | """CPU-only checks against the installed vLLM scheduler and shared-memory tier.""" |
| 2 | import mmap |
| 3 | import os |
| 4 | from pathlib import Path |
| 5 | import tempfile |
| 6 | import unittest |
| 7 | import uuid |
| 8 | |
| 9 | from vllm.v1.kv_offload.base import LookupResult, ReqContext, ScheduleEndContext, make_offload_key |
| 10 | from vllm.v1.kv_offload.config import OffloadingCacheConfig, OffloadingConfig, OffloadingGroupConfig, OffloadingModelConfig, OffloadingParallelConfig |
| 11 | from vllm.v1.kv_offload.cpu.shared_offload_region import SharedOffloadRegion |
| 12 | from vllm.v1.kv_offload.cpu.spec import CPUOffloadingSpec |
| 13 | from vllm.v1.kv_offload.tiering.factory import SecondaryTierFactory |
| 14 | from vllm.v1.kv_offload.tiering.manager import CPUPrimaryTierOffloadingManager, TieringOffloadingManager |
| 15 | |
| 16 | from studio_ai_cache_vllm import register |
| 17 | |
| 18 | |
| 19 | class VllmCacheTests(unittest.TestCase): |
| 20 | @classmethod |
| 21 | def setUpClass(cls): |
| 22 | register() |
| 23 | |
| 24 | def setUp(self): |
| 25 | self.temporary = tempfile.TemporaryDirectory() |
| 26 | self.addCleanup(self.temporary.cleanup) |
| 27 | self.root = Path(self.temporary.name) |
| 28 | os.environ["STUDIO_AI_CACHE_KEY"] = "disposable-synthetic-cache-key" |
| 29 | config = OffloadingConfig( |
| 30 | groups=(OffloadingGroupConfig(16, ("attention",)), OffloadingGroupConfig(16, ("recurrent",))), |
| 31 | worker_kv_bytes_per_block=mmap.PAGESIZE, |
| 32 | enable_kv_cache_events=False, extra_config={"cpu_bytes_to_use": 4 * mmap.PAGESIZE}, |
| 33 | engine_id="synthetic", model=OffloadingModelConfig("synthetic", "uint8"), |
| 34 | cache=OffloadingCacheConfig(16, 1), |
| 35 | parallel=OffloadingParallelConfig(0, 1, 1, 1, 1, 1, 0, False), |
| 36 | ) |
| 37 | spec = CPUOffloadingSpec(config) |
| 38 | region = SharedOffloadRegion("synthetic-" + uuid.uuid4().hex, 4, None, mmap.PAGESIZE, mmap.PAGESIZE) |
| 39 | primary = CPUPrimaryTierOffloadingManager(4, region) |
| 40 | self.view = primary.get_kv_memoryview() |
| 41 | self.tier = SecondaryTierFactory.create_secondary_tier({ |
| 42 | "type": "studio_disk", "ssd_dir": str(self.root / "ssd"), "hdd_dir": str(self.root / "hdd"), |
| 43 | "ssd_bytes": 4 * mmap.PAGESIZE, "hdd_bytes": 6 * mmap.PAGESIZE, |
| 44 | }, self.view, spec) |
| 45 | self.manager = TieringOffloadingManager(primary, [self.tier]) |
| 46 | self.addCleanup(self.manager.shutdown) |
| 47 | self.keys = [make_offload_key(bytes([i + 1]) * 32, i % 2) for i in range(3)] |
| 48 | self.values = [bytes([i + 11]) * mmap.PAGESIZE for i in range(3)] |
| 49 | context = ReqContext("store") |
| 50 | self.manager.on_new_request(context) |
| 51 | stored = self.manager.prepare_store(self.keys, context) |
| 52 | with self.view.cast("B") as flat: |
| 53 | for block_id, value in zip(stored.store_spec.block_ids, self.values, strict=True): |
| 54 | offset = int(block_id) * mmap.PAGESIZE |
| 55 | flat[offset:offset + mmap.PAGESIZE] = value |
| 56 | self.manager.complete_store(self.keys, context) |
| 57 | self.tier.drain_jobs() |
| 58 | self.manager.on_schedule_end(ScheduleEndContext((), ())) |
| 59 | self.manager.on_request_finished(context) |
| 60 | self.manager.reset_cache() |
| 61 | with self.view.cast("B") as flat: |
| 62 | flat[:] = bytes(len(flat)) |
| 63 | |
| 64 | def test_disk_hit_restores_attention_and_recurrent_groups_into_ram(self): |
| 65 | context = ReqContext("restore") |
| 66 | self.manager.on_new_request(context) |
| 67 | for key, value in zip(self.keys, self.values, strict=True): |
| 68 | self.assertEqual(self.manager.lookup(key, context), LookupResult.RETRY) |
| 69 | self.manager.on_schedule_end(ScheduleEndContext((), ())) |
| 70 | self.tier.drain_jobs() |
| 71 | self.assertEqual(self.manager.lookup(key, context), LookupResult.HIT) |
| 72 | restored = self.manager.prepare_load([key], context) |
| 73 | offset = int(restored.block_ids[0]) * mmap.PAGESIZE |
| 74 | with self.view.cast("B") as flat: |
| 75 | self.assertEqual(bytes(flat[offset:offset + mmap.PAGESIZE]), value) |
| 76 | self.manager.complete_load([key], context) |
| 77 | self.manager.on_schedule_end(ScheduleEndContext((), ())) |
| 78 | self.manager.on_request_finished(context) |
| 79 | |
| 80 | def test_corrupt_disk_promotion_returns_miss_to_scheduler(self): |
| 81 | key = self.keys[0] |
| 82 | name = self.tier.mapper.get_file_name(key) |
| 83 | for root in self.tier.cache.roots: |
| 84 | path = root / name |
| 85 | if path.exists(): |
| 86 | path.write_bytes(b"invalid") |
| 87 | context = ReqContext("corrupt") |
| 88 | self.manager.on_new_request(context) |
| 89 | self.assertEqual(self.manager.lookup(key, context), LookupResult.RETRY) |
| 90 | self.manager.on_schedule_end(ScheduleEndContext((), ())) |
| 91 | self.tier.drain_jobs() |
| 92 | self.assertEqual(self.manager.lookup(key, context), LookupResult.MISS) |
| 93 | self.manager.on_request_finished(context) |
| 94 | |
| 95 | |
| 96 | if __name__ == "__main__": |
| 97 | unittest.main() |