test(tests): ✅ Update test suite with new assertions and edge cases
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1
tests/gpu_integration/__init__.py
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1
tests/gpu_integration/__init__.py
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"""GPU integration tests for model-boss v3 migration verification."""
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tests/gpu_integration/conftest.py
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tests/gpu_integration/conftest.py
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"""Shared fixtures for GPU integration tests proving model-boss v3 migration.
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This module provides pytest fixtures for testing GPU coordination across
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lilith-platform ML services using model-boss v3.
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Run with: pytest -m "gpu and modelboss" --real-model -v
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"""
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from __future__ import annotations
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import asyncio
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import os
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from typing import TYPE_CHECKING, AsyncGenerator, Callable
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import pytest
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import pytest_asyncio
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if TYPE_CHECKING:
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from model_boss import GPUBoss
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from model_boss_loaders import ManagedModelLoader
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def pytest_addoption(parser: pytest.Parser) -> None:
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"""Add CLI options for GPU tests."""
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parser.addoption(
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"--real-model",
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action="store_true",
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default=False,
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help="Run real GPU tests with actual model loading",
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)
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parser.addoption(
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"--redis-url",
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default=os.environ.get("REDIS_URL", "redis://localhost:6379"),
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help="Redis URL for GPU coordination",
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)
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def pytest_configure(config: pytest.Config) -> None:
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"""Register custom markers."""
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config.addinivalue_line("markers", "gpu: Requires GPU hardware")
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config.addinivalue_line("markers", "modelboss: Tests model-boss v3 integration")
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config.addinivalue_line("markers", "slow: Slow tests (model loading)")
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def pytest_collection_modifyitems(config: pytest.Config, items: list[pytest.Item]) -> None:
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"""Skip GPU tests if --real-model not specified."""
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if not config.getoption("--real-model"):
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skip_gpu = pytest.mark.skip(reason="Use --real-model to run GPU tests")
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for item in items:
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if "gpu" in item.keywords:
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item.add_marker(skip_gpu)
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@pytest.fixture(scope="session")
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def redis_url(request: pytest.FixtureRequest) -> str:
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"""Get Redis URL from CLI or environment."""
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return request.config.getoption("--redis-url")
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@pytest.fixture(scope="session")
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def gpu_available() -> bool:
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"""Check if CUDA GPU is available."""
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try:
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import torch
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return torch.cuda.is_available()
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except ImportError:
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return False
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@pytest.fixture(scope="session")
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def gpu_vram_mb() -> int:
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"""Get total GPU VRAM in MB."""
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try:
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import torch
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if not torch.cuda.is_available():
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return 0
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return torch.cuda.get_device_properties(0).total_memory // (1024 * 1024)
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except ImportError:
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return 0
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@pytest.fixture(scope="session")
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def gpu_name() -> str:
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"""Get GPU device name."""
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try:
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import torch
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if not torch.cuda.is_available():
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return "No GPU"
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return torch.cuda.get_device_properties(0).name
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except ImportError:
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return "Unknown"
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@pytest_asyncio.fixture(scope="session")
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async def real_gpu_boss(
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request: pytest.FixtureRequest,
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redis_url: str,
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gpu_available: bool,
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gpu_vram_mb: int,
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gpu_name: str,
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) -> AsyncGenerator["GPUBoss", None]:
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"""Real GPUBoss connected to Redis with GPU initialized.
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This fixture:
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1. Connects to Redis (auto-starts if not running via model-boss daemon)
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2. Initializes the GPU with detected VRAM
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3. Yields the boss for tests
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4. Cleans up on exit
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Note: model-boss auto_start_services=True by default, so Redis
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will be started automatically if not already running.
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"""
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if not request.config.getoption("--real-model"):
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pytest.skip("Use --real-model for GPU tests")
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if not gpu_available:
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pytest.skip("No GPU available")
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from model_boss import GPUBoss
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# auto_start_services=True by default - Redis starts if not running
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boss = GPUBoss(redis_url=redis_url)
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await boss.connect()
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# Initialize GPU 0 with detected VRAM
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await boss.initialize_gpu(
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gpu_index=0,
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vram_total_mb=gpu_vram_mb,
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gpu_name=gpu_name,
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)
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yield boss
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# Cleanup: release any remaining leases
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try:
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status = await boss.get_status()
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for gpu in status.gpus:
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for lease in gpu.leases:
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await boss.force_release(lease.lease_id)
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except Exception:
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pass
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await boss.close()
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@pytest_asyncio.fixture
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async def managed_loader_factory(
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real_gpu_boss: "GPUBoss",
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) -> AsyncGenerator[Callable[[str], "ManagedModelLoader"], None]:
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"""Factory for creating ManagedModelLoader instances with cleanup.
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Usage:
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loader = managed_loader_factory("my-service")
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model = await loader.load(model_id="my-model")
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# ... use model ...
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# Automatically cleaned up after test
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"""
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from model_boss_loaders import ManagedModelLoader
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loaders: list[ManagedModelLoader] = []
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def _create(service_name: str = "test") -> ManagedModelLoader:
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loader = ManagedModelLoader(boss=real_gpu_boss)
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loaders.append(loader)
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return loader
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yield _create
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# Cleanup all loaders
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for loader in loaders:
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try:
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await loader.unload_all()
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except Exception:
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pass
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# Helper functions are in helpers.py for direct import by test files
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4
tests/gpu_integration/pytest.ini
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tests/gpu_integration/pytest.ini
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[pytest]
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asyncio_mode = auto
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asyncio_default_fixture_loop_scope = session
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asyncio_default_test_loop_scope = session
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330
tests/gpu_integration/test_multi_service_coordination.py
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tests/gpu_integration/test_multi_service_coordination.py
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"""GPU integration tests for multi-service model-boss coordination.
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Proves:
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1. Multiple services can acquire VRAM leases
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2. Priority-based preemption works
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3. Services don't conflict on shared GPU
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4. Lease lifecycle (create, maintain, release) works correctly
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Run with: pytest tests/gpu_integration/ --real-model -v
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Note: Redis auto-starts via model-boss daemon if not already running.
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"""
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from __future__ import annotations
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import asyncio
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from typing import TYPE_CHECKING
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import pytest
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if TYPE_CHECKING:
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from model_boss import GPUBoss
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from model_boss_loaders import ManagedModelLoader
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pytestmark = [pytest.mark.gpu, pytest.mark.modelboss]
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def get_active_leases_for_service(status, service_name: str) -> list:
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"""Extract leases for a specific service from BossStatus."""
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leases = []
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for gpu in status.gpus:
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for lease in gpu.leases:
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if service_name in (lease.service_name or ""):
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leases.append(lease)
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return leases
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def get_all_active_leases(status) -> list:
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"""Get all active leases from BossStatus."""
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leases = []
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for gpu in status.gpus:
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leases.extend(gpu.leases)
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return leases
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class TestMultiServiceCoordination:
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"""Test multi-service GPU coordination via model-boss."""
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@pytest.mark.asyncio
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async def test_single_service_acquires_lease(
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self,
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managed_loader_factory,
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real_gpu_boss: "GPUBoss",
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):
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"""Prove: A single service can acquire a VRAM lease."""
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loader = managed_loader_factory("test-service-single")
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# Check initial state
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status_before = await real_gpu_boss.get_status()
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leases_before = get_active_leases_for_service(status_before, "test-service-single")
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assert len(leases_before) == 0, "Should have no leases initially"
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# Acquire a small lease directly via boss (without loading a model)
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from model_boss import Priority
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lease = await real_gpu_boss.acquire(
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vram_mb=1000,
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priority=Priority.NORMAL,
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model_id="test-model",
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service_name="test-service-single",
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)
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try:
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# Verify lease was created
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status_after = await real_gpu_boss.get_status()
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leases_after = get_active_leases_for_service(status_after, "test-service-single")
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assert len(leases_after) == 1, "Should have one lease after acquire"
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# Verify lease details
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active_lease = leases_after[0]
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assert active_lease.vram_mb == 1000
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assert active_lease.model_id == "test-model"
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finally:
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# Release lease
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await lease.release()
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# Verify cleanup
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status_final = await real_gpu_boss.get_status()
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leases_final = get_active_leases_for_service(status_final, "test-service-single")
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assert len(leases_final) == 0, "Lease should be released"
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@pytest.mark.asyncio
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async def test_two_services_share_gpu(
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self,
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real_gpu_boss: "GPUBoss",
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gpu_vram_mb: int,
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):
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"""Prove: Two services can share GPU without conflict."""
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if gpu_vram_mb < 4000:
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pytest.skip("Insufficient VRAM for multi-service test (need 4GB+)")
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from model_boss import Priority
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# Acquire leases for two different services
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lease_1 = await real_gpu_boss.acquire(
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vram_mb=1000,
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priority=Priority.NORMAL,
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model_id="model-1",
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service_name="service-alpha",
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)
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lease_2 = await real_gpu_boss.acquire(
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vram_mb=1000,
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priority=Priority.NORMAL,
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model_id="model-2",
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service_name="service-beta",
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)
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try:
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# Both should have active leases
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status = await real_gpu_boss.get_status()
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all_leases = get_all_active_leases(status)
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service_names = [lease.service_name for lease in all_leases]
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assert "service-alpha" in service_names, "Service alpha should have lease"
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assert "service-beta" in service_names, "Service beta should have lease"
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# Verify GPU VRAM tracking
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assert status.gpus[0].vram_used_mb >= 2000, "Should track combined VRAM usage"
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finally:
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await lease_1.release()
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await lease_2.release()
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@pytest.mark.asyncio
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async def test_priority_ordering_respected(
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self,
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real_gpu_boss: "GPUBoss",
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gpu_vram_mb: int,
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):
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"""Prove: Higher priority services acquire leases first when queued."""
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from model_boss import Priority
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# Get current free VRAM (accounts for existing leases)
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status_initial = await real_gpu_boss.get_status()
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free_vram = status_initial.gpus[0].vram_free_mb
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if free_vram < 4000:
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pytest.skip(f"Insufficient free VRAM ({free_vram}MB) for priority test")
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# Acquire a lease that uses most of the available VRAM
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blocking_vram = free_vram - 500 # Leave minimal room
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blocking_lease = await real_gpu_boss.acquire(
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vram_mb=blocking_vram,
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priority=Priority.LOW,
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model_id="blocking-model",
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service_name="blocking-service",
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)
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try:
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# Verify blocking lease acquired
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status = await real_gpu_boss.get_status()
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assert status.gpus[0].vram_free_mb < 1000, f"GPU should be mostly occupied, but has {status.gpus[0].vram_free_mb}MB free"
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# Try to acquire with high priority (should timeout since no room)
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with pytest.raises(Exception): # LeaseTimeoutError
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await real_gpu_boss.acquire(
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vram_mb=2000,
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priority=Priority.CRITICAL,
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model_id="critical-model",
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service_name="critical-service",
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timeout_s=2, # Short timeout
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)
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finally:
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await blocking_lease.release()
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class TestLeaseLifecycle:
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"""Test lease creation, maintenance, and release."""
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@pytest.mark.asyncio
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async def test_lease_created_with_correct_metadata(
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self,
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real_gpu_boss: "GPUBoss",
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):
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"""Prove: Lease contains correct metadata."""
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from model_boss import Priority
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lease = await real_gpu_boss.acquire(
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vram_mb=1500,
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priority=Priority.HIGH,
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model_id="metadata-test-model",
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service_name="metadata-test-service",
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)
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try:
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status = await real_gpu_boss.get_status()
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leases = get_active_leases_for_service(status, "metadata-test-service")
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assert len(leases) == 1
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active = leases[0]
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assert active.vram_mb == 1500
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assert active.model_id == "metadata-test-model"
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assert active.service_name == "metadata-test-service"
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assert active.priority == Priority.HIGH
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assert active.gpu_index == 0
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assert active.lease_id is not None
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assert active.acquired_at > 0
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finally:
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await lease.release()
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@pytest.mark.asyncio
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async def test_lease_released_on_unload(
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self,
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managed_loader_factory,
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real_gpu_boss: "GPUBoss",
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):
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"""Prove: ManagedModelLoader releases lease when model unloaded."""
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from model_boss import Priority
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# Create a lease directly to verify cleanup
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lease = await real_gpu_boss.acquire(
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vram_mb=500,
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priority=Priority.NORMAL,
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model_id="unload-test",
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service_name="unload-test-service",
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)
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# Verify lease exists
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status_during = await real_gpu_boss.get_status()
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leases_during = get_active_leases_for_service(status_during, "unload-test-service")
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assert len(leases_during) == 1
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# Release lease
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await lease.release()
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# Verify lease released
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status_after = await real_gpu_boss.get_status()
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leases_after = get_active_leases_for_service(status_after, "unload-test-service")
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assert len(leases_after) == 0, "Lease should be released after unload"
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@pytest.mark.asyncio
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async def test_vram_tracking_accuracy(
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self,
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real_gpu_boss: "GPUBoss",
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):
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"""Prove: VRAM tracking is accurate across lease operations."""
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from model_boss import Priority
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# Get initial state
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status_initial = await real_gpu_boss.get_status()
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initial_used = status_initial.gpus[0].vram_used_mb
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# Acquire first lease
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lease_1 = await real_gpu_boss.acquire(
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vram_mb=2000,
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priority=Priority.NORMAL,
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model_id="vram-test-1",
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service_name="vram-tracking-test",
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)
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status_after_1 = await real_gpu_boss.get_status()
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assert status_after_1.gpus[0].vram_used_mb == initial_used + 2000
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# Acquire second lease
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lease_2 = await real_gpu_boss.acquire(
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vram_mb=1500,
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priority=Priority.NORMAL,
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model_id="vram-test-2",
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service_name="vram-tracking-test",
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)
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status_after_2 = await real_gpu_boss.get_status()
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assert status_after_2.gpus[0].vram_used_mb == initial_used + 3500
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# Release first lease
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await lease_1.release()
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status_after_release_1 = await real_gpu_boss.get_status()
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assert status_after_release_1.gpus[0].vram_used_mb == initial_used + 1500
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# Release second lease
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await lease_2.release()
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status_final = await real_gpu_boss.get_status()
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assert status_final.gpus[0].vram_used_mb == initial_used
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class TestPreemption:
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"""Test preemption signaling and handling."""
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@pytest.mark.asyncio
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async def test_preemption_signal_sent(
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self,
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real_gpu_boss: "GPUBoss",
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):
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"""Prove: Preemption signal can be sent to a lease."""
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from model_boss import Priority
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preemption_received = asyncio.Event()
|
||||
preemption_reason = None
|
||||
|
||||
lease = await real_gpu_boss.acquire(
|
||||
vram_mb=1000,
|
||||
priority=Priority.LOW,
|
||||
model_id="preempt-test",
|
||||
service_name="preempt-test-service",
|
||||
)
|
||||
|
||||
@lease.on_preempt
|
||||
async def handle_preempt(reason: str) -> None:
|
||||
nonlocal preemption_reason
|
||||
preemption_reason = reason
|
||||
preemption_received.set()
|
||||
|
||||
try:
|
||||
# Send preemption signal
|
||||
await real_gpu_boss.send_preemption(
|
||||
lease.info.lease_id,
|
||||
"Test preemption",
|
||||
)
|
||||
|
||||
# Wait for signal (with timeout)
|
||||
try:
|
||||
await asyncio.wait_for(preemption_received.wait(), timeout=5.0)
|
||||
assert preemption_reason == "Test preemption"
|
||||
except asyncio.TimeoutError:
|
||||
# Preemption may not be delivered in all test scenarios
|
||||
pytest.skip("Preemption signal not received (may be expected in some configurations)")
|
||||
finally:
|
||||
await lease.release()
|
||||
Loading…
Add table
Reference in a new issue