Refactor detector and model management (#23995)

* Refactor detector and model management

* Fix model resolution field
This commit is contained in:
Nicolas Mowen
2026-09-12 07:30:04 -06:00
parent fd76eb6c6f
commit 8fe35ace3b
63 changed files with 2052 additions and 1152 deletions
+225
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"""Tests for migrating detectors and model into the models list."""
import logging
import os
import tempfile
import unittest
from unittest.mock import patch
from ruamel.yaml import YAML
from frigate.util.config import (
CURRENT_CONFIG_VERSION,
migrate_frigate_config,
migrate_models,
)
class TestMigrateModels(unittest.TestCase):
def test_single_cpu_detector(self):
migrated = migrate_models({"detectors": {"cpu": {"type": "cpu"}}})
self.assertEqual(migrated["models"], [{"scene": "all", "devices": ["cpu"]}])
self.assertNotIn("detectors", migrated)
def test_model_settings_are_carried_over(self):
migrated = migrate_models(
{
"detectors": {"coral": {"type": "edgetpu", "device": "pci:0"}},
"model": {"path": "plus://abc", "width": 320},
}
)
self.assertEqual(
migrated["models"],
[
{
"scene": "all",
"path": "plus://abc",
"width": 320,
"devices": ["edgetpu:pci:0"],
}
],
)
self.assertNotIn("model", migrated)
def test_multiple_corals_become_multiple_devices(self):
migrated = migrate_models(
{
"detectors": {
"coral1": {"type": "edgetpu", "device": "pci:0"},
"coral2": {"type": "edgetpu", "device": "pci:1"},
}
}
)
self.assertEqual(
migrated["models"][0]["devices"], ["edgetpu:pci:0", "edgetpu:pci:1"]
)
def test_several_detectors_on_one_device_stay_separate(self):
# a repeated device is now what running two inference processes on one
# piece of hardware looks like
migrated = migrate_models(
{
"detectors": {
"ov_0": {"type": "openvino", "device": "GPU"},
"ov_1": {"type": "openvino", "device": "GPU"},
}
}
)
self.assertEqual(
migrated["models"][0]["devices"], ["openvino:GPU", "openvino:GPU"]
)
def test_repeated_exclusive_devices_are_collapsed(self):
# two detectors both grabbing the first TPU was never really two TPUs
migrated = migrate_models(
{
"detectors": {
"coral_0": {"type": "edgetpu", "device": "usb"},
"coral_1": {"type": "edgetpu", "device": "usb"},
}
}
)
self.assertEqual(migrated["models"][0]["devices"], ["edgetpu:usb"])
def test_detectors_that_named_the_device_field_differently(self):
migrated = migrate_models(
{
"detectors": {
"rk": {"type": "rknn", "num_cores": 2},
}
}
)
self.assertEqual(migrated["models"][0]["devices"], ["rknn:2"])
def test_empty_edgetpu_device_is_kept(self):
# an empty device selects a native Coral, which is not the same as
# letting the delegate pick
migrated = migrate_models(
{"detectors": {"coral": {"type": "edgetpu", "device": ""}}}
)
self.assertEqual(migrated["models"][0]["devices"], ["edgetpu:"])
def test_model_path_overrides_the_model(self):
migrated = migrate_models(
{
"detectors": {
"coral": {"type": "edgetpu", "model_path": "/custom.tflite"}
},
"model": {"path": "/ignored.tflite", "width": 320},
}
)
self.assertEqual(migrated["models"][0]["path"], "/custom.tflite")
def test_no_detectors_falls_back_to_cpu(self):
migrated = migrate_models({"model": {"width": 320}})
self.assertEqual(migrated["models"][0]["devices"], ["cpu"])
def test_dropped_remote_detector_options_are_logged(self):
with self.assertLogs("frigate.util.config", level=logging.ERROR) as logs:
migrated = migrate_models(
{
"detectors": {
"ds": {
"type": "deepstack",
"api_url": "http://host:5000/v1/vision/detection",
"api_key": "secret",
}
}
}
)
self.assertEqual(
migrated["models"][0]["devices"],
["deepstack:http://host:5000/v1/vision/detection"],
)
self.assertTrue(any("api_key" in message for message in logs.output))
def test_mixed_detector_types_are_logged(self):
with self.assertLogs("frigate.util.config", level=logging.ERROR) as logs:
migrate_models(
{
"detectors": {
"ov": {"type": "openvino", "device": "GPU"},
"coral": {"type": "edgetpu", "device": "pci:0"},
}
}
)
self.assertTrue(any("more than one type" in message for message in logs.output))
def test_other_keys_are_untouched(self):
migrated = migrate_models(
{"mqtt": {"host": "mqtt"}, "detectors": {"cpu": {"type": "cpu"}}}
)
self.assertEqual(migrated["mqtt"], {"host": "mqtt"})
class TestMigrateConfigFile(unittest.TestCase):
"""The full file migration, which is gated on shape as well as version."""
def setUp(self):
self.temp_dir = tempfile.TemporaryDirectory()
self.addCleanup(self.temp_dir.cleanup)
self.config_file = os.path.join(self.temp_dir.name, "config.yml")
patcher = patch("frigate.util.config.CONFIG_DIR", self.temp_dir.name)
patcher.start()
self.addCleanup(patcher.stop)
def _migrate(self, config: str) -> dict:
with open(self.config_file, "w") as f:
f.write(config)
migrate_frigate_config(self.config_file)
with open(self.config_file) as f:
return YAML().load(f)
def test_migrates_a_config_already_stamped_with_the_current_version(self):
# 0.19 is unreleased, so a dev config can be current and still use
# the pre-models keys
migrated = self._migrate(
"mqtt:\n"
" enabled: false\n"
"detectors:\n"
" ov:\n"
" type: openvino\n"
" device: GPU\n"
"cameras: {}\n"
f"version: {CURRENT_CONFIG_VERSION}\n"
)
self.assertEqual(migrated["models"][0]["devices"], ["openvino:GPU"])
self.assertNotIn("detectors", migrated)
def test_a_migrated_config_is_left_alone(self):
migrated = self._migrate(
"mqtt:\n"
" enabled: false\n"
"models:\n"
" - scene: all\n"
" devices:\n"
" - openvino:GPU\n"
"cameras: {}\n"
f"version: {CURRENT_CONFIG_VERSION}\n"
)
self.assertEqual(
migrated["models"], [{"scene": "all", "devices": ["openvino:GPU"]}]
)
self.assertFalse(
os.path.exists(os.path.join(self.temp_dir.name, "backup_config.yaml"))
)
if __name__ == "__main__":
unittest.main(verbosity=2)