Files
frigate/frigate/test/test_analytics_collectors_system.py
T
Josh HawkinsandGitHub 4eb60af5a7 Implement opt-in analytics (#24440)
* Add analytics opt-in setting, prompt notice kind, and notice watermarks

* Add the analytics report schema

* Add the analytics state file

* Add the install and hardware analytics collectors

* Add the detection analytics collector

* Add the cameras analytics collector

* Add the features analytics collector

* Add the health analytics collector

* Build analytics reports from the section collectors

* Add the analytics report transport

* Send the daily analytics report from the main process

* Add the analytics preview API

* Generate the analytics schema and check it in CI

* Record the image variant in each Dockerfile

* Show the analytics preview in telemetry settings

* Document anonymous analytics

* change wording

* fixes

* update network requirements docs

* adapt analytics to free-form model scenes, split notice counts, and peewee 4

* fixes

* change log levels

* docstrings

* docstrings

* honor file-only analytics opt-outs and skip pre-consent notices

An opt-out saved through the YAML editor's "Save only" or a hand edit never reached the live config, so reports kept going out under the old install ID until a restart. The reporter now reads telemetry.analytics from the config file when a report is due, validated with TelemetryConfig so yes, on, and 1 still count as consent, and an opt-out there deletes the state file and skips the send. The first report under a new install ID also carried every notice since the counters started, including ones from before the opt-in, so a fresh state file now resets the notice watermarks before the report's snapshot.

* take the notice baseline at opt-in instead of the first send

The watermark reset ran at the first send attempt, so notices raised between the opt-in and that send, up to 45 minutes after a startup, were absorbed into the reset and never reported. The reporter now writes the new install ID and resets the watermarks as soon as it sees consent without a state file.

* report notice counts cumulatively from a database baseline

Moving watermarks after each accepted send kept the install ID and the notice baseline out of step: pre-consent notices went out, notices raised before the first send were dropped, and a send that finished after an off/on toggle overwrote the new identity's baseline. health.notices now carries cumulative counts since the install ID was created. Creating an ID copies the lifetime counts into the existing reported_* columns before the state file names it, and nothing is written after a send, so the backend diffs consecutive reports per install ID.

* write held notice repeats before the analytics baseline reset

Repeats of batched kinds like failed_login wait in memory until the stats emitter flushes them, so a baseline reset taken while some were held left them out, and the next flush counted those pre-opt-in repeats as post-consent. The reset now writes held repeats to the notice history under the same lock before copying the counts.

* seed detector inference speed from the first inference

The average started at 0 so idle detectors read 0, but that made every detector's speed climb from 0 for its first couple dozen inferences after a start. Detectors now use the same InferenceSpeed helper as enrichments, so the first inference seeds the average and idle detectors still read 0.
2026-11-06 07:43:38 -07:00

189 lines
7.0 KiB
Python

"""Tests for the install and hardware collectors."""
import os
import tempfile
import unittest
from collections import Counter
from types import SimpleNamespace
from unittest.mock import patch
from frigate.analytics.collectors import hardware, install
from frigate.analytics.collectors.common import closed, histogram, rate
from frigate.analytics.schema import (
Arch,
DecodeFamily,
GpuVendor,
HardwareKey,
ImageVariant,
InstallType,
)
from frigate.const import RECORD_DIR
from frigate.test.analytics_helpers import make_context
class TestCommon(unittest.TestCase):
def test_closed_falls_back_for_unknown_values(self):
self.assertEqual(closed(Arch, "x86_64", Arch.other), Arch.x86_64)
self.assertEqual(closed(Arch, "sparc", Arch.other), Arch.other)
self.assertEqual(closed(Arch, None, Arch.other), Arch.other)
def test_rate_rounds_and_rejects_bad_numbers(self):
self.assertEqual(rate("12.346"), 12.35)
self.assertEqual(rate(-3), 0.0)
self.assertEqual(rate(float("nan")), 0.0)
self.assertEqual(rate(float("inf")), 0.0)
self.assertEqual(rate(None), 0.0)
def test_histogram_drops_empty_buckets(self):
self.assertEqual(
histogram(Counter({Arch.x86_64: 2, Arch.other: 0})), {"x86_64": 2}
)
class TestInstallCollector(unittest.TestCase):
def test_collects_version_variant_and_platform(self):
with (
patch.dict(os.environ, {"FRIGATE_IMAGE_VARIANT": "tensorrt-jp6"}),
patch.object(install, "install_type", return_value=InstallType.docker),
patch("platform.machine", return_value="aarch64"),
patch("platform.release", return_value="6.8.0-45-generic"),
patch("os.geteuid", return_value=1000),
):
section = install.collect(make_context())
self.assertEqual(section.image_variant, ImageVariant.tensorrt_jp6)
self.assertEqual(section.install_type, InstallType.docker)
self.assertEqual(section.arch, Arch.aarch64)
self.assertEqual(section.kernel, "6.8")
self.assertFalse(section.run_as_root)
def test_image_variant_is_dev_when_unset_and_other_when_unknown(self):
self.assertEqual(install.image_variant(None), ImageVariant.dev)
self.assertEqual(install.image_variant(""), ImageVariant.dev)
self.assertEqual(install.image_variant("h8l"), ImageVariant.other)
def test_install_type_checks_the_add_on_first(self):
with patch("os.path.isfile", return_value=True):
self.assertEqual(install.install_type(), InstallType.ha_addon)
with (
patch("os.path.isfile", return_value=False),
patch.dict(os.environ, {"KUBERNETES_SERVICE_HOST": "10.0.0.1"}),
):
self.assertEqual(install.install_type(), InstallType.kubernetes)
env = {k: v for k, v in os.environ.items() if k != "KUBERNETES_SERVICE_HOST"}
with (
patch("os.path.isfile", return_value=False),
patch.dict(os.environ, env, clear=True),
patch("os.path.exists", side_effect=lambda path: path == "/.dockerenv"),
):
self.assertEqual(install.install_type(), InstallType.docker)
def test_kernel_and_arch_fall_back(self):
self.assertEqual(install.kernel("weird"), "unknown")
self.assertEqual(install.arch("armv7l"), Arch.other)
self.assertEqual(install.arch("amd64"), Arch.x86_64)
class TestHardwareCollector(unittest.TestCase):
def setUp(self):
self.dir = tempfile.TemporaryDirectory()
self.addCleanup(self.dir.cleanup)
def write(self, name: str, content: str) -> str:
path = os.path.join(self.dir.name, name)
with open(path, "w") as f:
f.write(content)
return path
def test_cpu_model_prefers_the_board_model(self):
board = self.write("model", "Raspberry Pi 5 Model B Rev 1.0\x00")
cpuinfo = self.write("cpuinfo", "model name\t: Cortex-A76\n")
with (
patch.object(hardware, "DEVICE_TREE_MODEL", board),
patch.object(hardware, "CPUINFO", cpuinfo),
):
self.assertEqual(hardware.cpu_model(), "Raspberry Pi 5 Model B Rev 1.0")
def test_cpu_model_reads_cpuinfo_and_truncates(self):
cpuinfo = self.write("cpuinfo", "processor\t: 0\nmodel name\t: " + "x" * 80)
with (
patch.object(hardware, "DEVICE_TREE_MODEL", self.dir.name + "/none"),
patch.object(hardware, "CPUINFO", cpuinfo),
):
self.assertEqual(hardware.cpu_model(), "x" * 64)
def test_collects_gpus_decode_detection_and_storage(self):
stats = {
"gpu_usages": {
"NVIDIA GeForce RTX 3060": {"vendor": "nvidia"},
"mystery": {},
},
"service": {
"storage": {
RECORD_DIR: {
"total": 2048000.0,
"used": 512000.0,
"mount_type": "nfs4",
}
}
},
}
probed = [
SimpleNamespace(key="edgetpu:usb", count=2),
SimpleNamespace(key="new:thing", count=1),
SimpleNamespace(key="cpu", count=1),
]
families = [
SimpleNamespace(key="vaapi"),
SimpleNamespace(key="intel-qsv"),
SimpleNamespace(key="future"),
]
with (
patch.object(hardware.hardware_prober, "probe", return_value=probed),
patch.object(hardware, "hwaccel_options", return_value=("vaapi", families)),
patch.object(hardware, "cpu_model", return_value="Intel(R) N100"),
patch("os.cpu_count", return_value=4),
patch(
"psutil.virtual_memory", return_value=SimpleNamespace(total=16 * 2**30)
),
):
section = hardware.collect(make_context(stats=stats))
self.assertEqual(section.cpu_model, "Intel(R) N100")
self.assertEqual(section.cpu_cores, 4)
self.assertEqual(section.memory_gb, 16)
self.assertEqual(
[(gpu.vendor, gpu.name) for gpu in section.gpus],
[
(GpuVendor.nvidia, "NVIDIA GeForce RTX 3060"),
(GpuVendor.other, "mystery"),
],
)
self.assertEqual(
section.decode_families,
[DecodeFamily.vaapi, DecodeFamily.intel_qsv, DecodeFamily.other],
)
self.assertEqual(
section.detection_hardware,
{HardwareKey.edgetpu_usb: 2, HardwareKey.other: 1, HardwareKey.cpu: 1},
)
self.assertEqual(section.storage.record_fs, "nfs4")
self.assertEqual(section.storage.record_total_gb, 2000)
self.assertEqual(section.storage.record_used_pct, 25)
def test_storage_without_stats_is_unknown_and_empty(self):
section = hardware.storage({})
self.assertEqual(
(section.record_fs, section.record_total_gb, section.record_used_pct),
("unknown", 0, 0),
)