mirror of
https://github.com/blakeblackshear/frigate.git
synced 2026-09-26 11:28:59 +03:00
Josh HawkinsandNicolas Mowen
70ce193e09
* build out system health pane * tweaks * fixes * fix notice link so it opens the correct camera * tweak language
132 lines
4.6 KiB
Python
132 lines
4.6 KiB
Python
"""Tests for the device each model runner reports after loading."""
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import threading
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import unittest
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from unittest.mock import MagicMock, patch
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from frigate.detectors import detection_runners
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from frigate.detectors.detection_runners import (
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CudaGraphRunner,
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ONNXModelRunner,
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OpenVINOModelRunner,
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RKNNModelRunner,
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get_optimized_runner,
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loaded_devices,
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record_loaded_device,
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snapshot_loaded_devices,
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)
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class TestRunnerDeviceName(unittest.TestCase):
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def _onnx(self, providers: list[str]) -> ONNXModelRunner:
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session = MagicMock()
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session.get_providers.return_value = providers
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return ONNXModelRunner(session, "arcface")
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def test_onnx_provider_names(self):
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self.assertEqual(
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self._onnx(["CUDAExecutionProvider", "CPUExecutionProvider"]).device_name,
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"CUDA",
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)
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self.assertEqual(
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self._onnx(["TensorrtExecutionProvider"]).device_name, "TensorRT"
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)
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self.assertEqual(
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self._onnx(["MIGraphXExecutionProvider"]).device_name, "MIGraphX"
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)
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self.assertEqual(
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self._onnx(["OpenVINOExecutionProvider"]).device_name, "OpenVINO"
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)
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self.assertEqual(self._onnx(["CPUExecutionProvider"]).device_name, "CPU")
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self.assertEqual(self._onnx(["ROCMExecutionProvider"]).device_name, "ROCM")
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self.assertEqual(self._onnx([]).device_name, "CPU")
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def test_cuda_graph_runner(self):
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runner = CudaGraphRunner(MagicMock(), 0)
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self.assertEqual(runner.device_name, "CUDA")
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def test_openvino_reports_compiled_device(self):
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runner = OpenVINOModelRunner.__new__(OpenVINOModelRunner)
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runner.compiled_device = "GPU"
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runner.compiled_model = MagicMock()
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self.assertEqual(runner.device_name, "OpenVINO GPU")
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def test_openvino_auto_resolves_execution_device(self):
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runner = OpenVINOModelRunner.__new__(OpenVINOModelRunner)
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runner.compiled_device = "AUTO"
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runner.compiled_model = MagicMock()
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runner.compiled_model.get_property.return_value = ["GPU.0"]
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self.assertEqual(runner.device_name, "OpenVINO GPU.0")
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runner.compiled_model.get_property.side_effect = RuntimeError("no prop")
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self.assertEqual(runner.device_name, "OpenVINO AUTO")
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def test_rknn(self):
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runner = RKNNModelRunner.__new__(RKNNModelRunner)
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self.assertEqual(runner.device_name, "RKNN")
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class TestLoadRegistry(unittest.TestCase):
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def setUp(self):
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loaded_devices.clear()
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def test_get_optimized_runner_records_device(self):
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session = MagicMock()
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session.get_providers.return_value = ["CPUExecutionProvider"]
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with (
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patch.object(detection_runners, "is_rknn_compatible", return_value=False),
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patch.object(
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detection_runners,
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"get_ort_providers",
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return_value=(["CPUExecutionProvider"], [{}]),
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),
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patch.object(
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detection_runners, "is_openvino_gpu_npu_available", return_value=False
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),
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patch.object(
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detection_runners.ort, "InferenceSession", return_value=session
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),
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patch.object(
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detection_runners, "get_ort_session_options", return_value=None
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),
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):
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runner = get_optimized_runner("/models/arcface.onnx", "GPU", "arcface")
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self.assertIsInstance(runner, ONNXModelRunner)
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self.assertEqual(loaded_devices["/models/arcface.onnx"], ("arcface", "CPU"))
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class TestLoadedDeviceSnapshot(unittest.TestCase):
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def setUp(self):
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loaded_devices.clear()
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def test_record_and_snapshot_copy(self):
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record_loaded_device("/m/a.onnx", "arcface", "CUDA")
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snapshot = snapshot_loaded_devices()
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self.assertEqual(snapshot, {"/m/a.onnx": ("arcface", "CUDA")})
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# a copy, so a load on another thread cannot disturb a fold in progress
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record_loaded_device("/m/b.onnx", "jina_v1", "CPU")
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self.assertNotIn("/m/b.onnx", snapshot)
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self.assertIn("/m/b.onnx", loaded_devices)
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def test_snapshot_survives_concurrent_inserts(self):
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stop = threading.Event()
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def writer() -> None:
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i = 0
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while not stop.is_set():
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record_loaded_device(f"/m/{i}.onnx", "paddleocr", "CPU")
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i += 1
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thread = threading.Thread(target=writer, daemon=True)
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thread.start()
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try:
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for _ in range(200):
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for _entry in snapshot_loaded_devices().values():
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pass
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finally:
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stop.set()
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thread.join(timeout=5)
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