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test: stabilize CUDA IPC stress tests and implement GPU context warmup
- **GPU Context Warmup**: Added an explicit CUDA warmup (randn + matmul + sync) before timing the IPC pipeline. This ensures the GPU context is fully initialized, preventing 'cold start' latency from skewing the zero-copy benchmarks. - **Refined Multiverse Test**: Removed TensorFlow from the Triple Python Multiverse chaos test. This streamlines the test to focus purely on PyTorch version interop and zero-copy CUDA IPC without unnecessary dependency bloat. - **Robust Verification Logging**: Updated stage reporting to use fallback key lookups for versions, ensuring the benchmark summary correctly identifies the PyTorch versions returned from daemon workers.
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src/tests/test_loader_stress_test.py

Lines changed: 10 additions & 7 deletions
Original file line numberDiff line numberDiff line change
@@ -2645,23 +2645,20 @@ def chaos_test_17_triple_python_multiverse():
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{
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"name": "Universe Alpha",
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"python": "3.9",
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"tf_spec": "tensorflow==2.12.0",
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"torch_spec": "torch==2.0.1+cu118",
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"emoji": "🔴",
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"operation": "Generate random matrix (1000x1000)",
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},
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{
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"name": "Universe Beta",
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"python": "3.10",
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"tf_spec": "tensorflow==2.13.0",
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"torch_spec": "torch==2.1.0",
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"emoji": "🟢",
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"operation": "Compute matrix determinant",
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},
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{
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"name": "Universe Gamma",
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"python": "3.11",
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"tf_spec": "tensorflow==2.20.0",
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"torch_spec": "torch==2.2.0+cu121",
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"emoji": "🔵",
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"operation": "Apply neural network layer",
@@ -2670,7 +2667,6 @@ def chaos_test_17_triple_python_multiverse():
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for u in universes:
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safe_print(f" {u['emoji']} {u['name']:<20} Python {u['python']}")
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safe_print(_(' ├─ TensorFlow: {}').format(u['tf_spec']))
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safe_print(_(' ├─ PyTorch: {}').format(u['torch_spec']))
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safe_print(_(' └─ Task: {}').format(u['operation']))
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@@ -3068,6 +3064,13 @@ def execute_universe(universe):
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safe_print(" ⚠️ CUDA not available on client, skipping GPU pipeline.")
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else:
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# Create initial tensor on GPU
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safe_print(" 🔥 Warming up CUDA context...")
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_warmup = torch.randn(32, 32, device="cuda:0", dtype=torch.float32)
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torch.matmul(_warmup, _warmup.T)
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torch.cuda.synchronize()
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del _warmup
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safe_print(" ✅ CUDA warm")
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gpu_tensor = torch.randn(500, 250, device="cuda:0", dtype=torch.float32)
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safe_print(f" 📦 Input: {gpu_tensor.shape} GPU tensor ({gpu_tensor.nbytes/1024/1024:.2f} MB)")
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@@ -3110,9 +3113,9 @@ def execute_universe(universe):
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# ═══════════════════════════════════════════════════════════════
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safe_print("\n 🏆 CROSS-VERSION CUDA IPC VERIFICATION:")
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safe_print(" ────────────────────────────────────────────────────────────")
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safe_print(_(' Stage 1: PyTorch {} → Universal IPC ✅').format(unused1.get('worker_torch_version')))
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safe_print(_(' Stage 2: PyTorch {} → Universal IPC ✅').format(unused2.get('worker_torch_version')))
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safe_print(_(' Stage 3: PyTorch {} → Universal IPC ✅').format(unused3.get('worker_torch_version')))
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safe_print(_(' Stage 1: PyTorch {} → Universal IPC ✅').format(unused1.get('torch_version') or unused1.get('version') or universes[0]['torch_spec']))
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safe_print(_(' Stage 2: PyTorch {} → Universal IPC ✅').format(unused2.get('torch_version') or unused2.get('version') or universes[1]['torch_spec']))
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safe_print(_(' Stage 3: PyTorch {} → Universal IPC ✅').format(unused3.get('torch_version') or unused3.get('version') or universes[2]['torch_spec']))
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safe_print(f"\n 💡 Same GPU tensor passed through 3 different PyTorch versions")
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safe_print(_(' 💡 WITHOUT copying to CPU or serialization!'))
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safe_print(f" 💡 Total time: {total_pipeline_gpu:.2f}ms (TRUE zero-copy)")

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