mirror of
https://github.com/blakeblackshear/frigate.git
synced 2026-09-25 20:18:59 +03:00
Add the install and hardware analytics collectors
This commit is contained in:
@@ -0,0 +1 @@
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"""One collector per report section."""
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@@ -0,0 +1,37 @@
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"""Helpers the section collectors share."""
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import math
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from collections import Counter
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from enum import Enum
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from typing import Any, TypeVar
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E = TypeVar("E", bound=Enum)
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def closed(enum: type[E], value: Any, fallback: E) -> E:
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"""The member for a value, or the fallback for one the enum doesn't know."""
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try:
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return enum(str(value))
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except ValueError:
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return fallback
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def rate(value: Any) -> float:
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"""A finite, non-negative number rounded to 2 decimals, else 0.
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A NaN would serialize as null and fail the schema's number type.
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"""
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try:
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number = float(value)
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except (TypeError, ValueError):
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return 0.0
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if not math.isfinite(number):
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return 0.0
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return round(max(number, 0.0), 2)
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def histogram(counter: "Counter[E]") -> dict[E, int]:
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"""Drop the empty buckets, since an absent key means zero."""
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return {key: total for key, total in counter.items() if total > 0}
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@@ -0,0 +1,107 @@
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"""Hardware section: CPU, memory, GPUs, decode and detection hardware, storage."""
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import os
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from collections import Counter
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from typing import Any
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import psutil
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from frigate.analytics.collectors.common import closed, histogram
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from frigate.analytics.context import ReportContext
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from frigate.analytics.schema import (
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DecodeFamily,
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GpuInfo,
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GpuVendor,
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HardwareKey,
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HardwareSection,
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StorageInfo,
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)
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from frigate.const import RECORD_DIR
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from frigate.detectors.hardware import hardware_prober
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from frigate.util.hwaccel import hwaccel_options
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DEVICE_TREE_MODEL = "/proc/device-tree/model"
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CPUINFO = "/proc/cpuinfo"
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def cpu_model() -> str:
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"""The board model on ARM boards, else the CPU's model name."""
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try:
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with open(DEVICE_TREE_MODEL) as f:
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board = f.read().strip("\x00\n ")
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if board:
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return board[:64]
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except OSError:
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pass
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try:
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with open(CPUINFO) as f:
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for line in f:
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key, _, value = line.partition(":")
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if key.strip() == "model name" and value.strip():
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return value.strip()[:64]
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except OSError:
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pass
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return "unknown"
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def gpus(stats: dict[str, Any]) -> list[GpuInfo]:
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found: list[GpuInfo] = []
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for name, entry in stats.get("gpu_usages", {}).items():
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vendor = entry.get("vendor") if isinstance(entry, dict) else None
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found.append(
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GpuInfo(
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vendor=closed(GpuVendor, vendor, GpuVendor.other),
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name=str(name)[:64],
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)
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)
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return found
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def decode_families() -> list[DecodeFamily]:
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_, available = hwaccel_options()
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families = [
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closed(DecodeFamily, family.key, DecodeFamily.other) for family in available
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]
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return list(dict.fromkeys(families))
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def detection_hardware() -> dict[HardwareKey, int]:
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units: Counter[HardwareKey] = Counter()
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for found in hardware_prober.probe():
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units[closed(HardwareKey, found.key, HardwareKey.other)] += found.count
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return histogram(units)
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def storage(stats: dict[str, Any]) -> StorageInfo:
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# stats report sizes in MB
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entry = stats.get("service", {}).get("storage", {}).get(RECORD_DIR) or {}
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total_mb = float(entry.get("total") or 0)
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used_mb = float(entry.get("used") or 0)
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return StorageInfo(
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record_fs=str(entry.get("mount_type") or "unknown")[:16],
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record_total_gb=round(total_mb / 1024),
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record_used_pct=min(round(used_mb / total_mb * 100), 100)
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if total_mb > 0
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else 0,
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)
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def collect(ctx: ReportContext) -> HardwareSection:
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return HardwareSection(
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cpu_model=cpu_model(),
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cpu_cores=os.cpu_count() or 0,
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memory_gb=round(psutil.virtual_memory().total / 2**30),
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gpus=gpus(ctx.stats),
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decode_families=decode_families(),
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detection_hardware=detection_hardware(),
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storage=storage(ctx.stats),
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)
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@@ -0,0 +1,63 @@
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"""Install section: version, image variant, install type, platform."""
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import os
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import platform
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import re
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from frigate.analytics.collectors.common import closed
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from frigate.analytics.context import ReportContext
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from frigate.analytics.schema import Arch, ImageVariant, InstallSection, InstallType
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from frigate.version import VERSION
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KERNEL_PATTERN = re.compile(r"^(\d{1,3})\.(\d{1,3})")
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def image_variant(value: str | None) -> ImageVariant:
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"""The published image from the build-time FRIGATE_IMAGE_VARIANT, dev when unset."""
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if not value:
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return ImageVariant.dev
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return closed(ImageVariant, value, ImageVariant.other)
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def install_type() -> InstallType:
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# the add-on is a container too, so it has to be checked first
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if os.path.isfile("/data/options.json"):
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return InstallType.ha_addon
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if os.environ.get("KUBERNETES_SERVICE_HOST"):
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return InstallType.kubernetes
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if os.path.exists("/run/.containerenv"):
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return InstallType.podman
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if os.path.exists("/.dockerenv"):
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return InstallType.docker
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return InstallType.unknown
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def arch(machine: str) -> Arch:
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match machine.lower():
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case "x86_64" | "amd64":
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return Arch.x86_64
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case "aarch64" | "arm64":
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return Arch.aarch64
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case _:
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return Arch.other
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def kernel(release: str) -> str:
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match = KERNEL_PATTERN.match(release)
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return f"{match.group(1)}.{match.group(2)}" if match else "unknown"
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def collect(ctx: ReportContext) -> InstallSection:
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return InstallSection(
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version=VERSION[:32],
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image_variant=image_variant(os.environ.get("FRIGATE_IMAGE_VARIANT")),
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install_type=install_type(),
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arch=arch(platform.machine()),
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kernel=kernel(platform.release()),
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run_as_root=os.geteuid() == 0,
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)
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@@ -0,0 +1,13 @@
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"""What the collectors read, gathered once per report."""
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from dataclasses import dataclass, field
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from typing import Any
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from frigate.config import FrigateConfig
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@dataclass(frozen=True)
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class ReportContext:
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config: FrigateConfig
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stats: dict[str, Any]
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notice_stats: list[dict[str, Any]] = field(default_factory=list)
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@@ -0,0 +1,36 @@
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"""Shared fixtures for the analytics tests."""
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from typing import Any
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from frigate.analytics.context import ReportContext
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from frigate.config import FrigateConfig
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FRONT_CAMERA: dict[str, Any] = {
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"ffmpeg": {"inputs": [{"path": "rtsp://10.0.0.1:554/video", "roles": ["detect"]}]},
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"detect": {"height": 720, "width": 1280, "fps": 5},
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}
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def make_config(config: dict[str, Any] | None = None) -> FrigateConfig:
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"""A parsed config; top-level keys in config replace the defaults here.
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hwaccel_args is set so parsing never probes the test host's GPU.
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"""
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base: dict[str, Any] = {
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"mqtt": {"host": "mqtt"},
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"ffmpeg": {"hwaccel_args": []},
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"cameras": {"front": FRONT_CAMERA},
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}
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return FrigateConfig(**{**base, **(config or {})})
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def make_context(
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config: FrigateConfig | None = None,
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stats: dict[str, Any] | None = None,
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notice_stats: list[dict[str, Any]] | None = None,
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) -> ReportContext:
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return ReportContext(
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config=config or make_config(),
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stats=stats or {},
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notice_stats=notice_stats or [],
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)
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@@ -0,0 +1,188 @@
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"""Tests for the install and hardware collectors."""
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import os
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import tempfile
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import unittest
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from collections import Counter
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from types import SimpleNamespace
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from unittest.mock import patch
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from frigate.analytics.collectors import hardware, install
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from frigate.analytics.collectors.common import closed, histogram, rate
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from frigate.analytics.schema import (
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Arch,
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DecodeFamily,
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GpuVendor,
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HardwareKey,
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ImageVariant,
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InstallType,
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)
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from frigate.const import RECORD_DIR
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from frigate.test.analytics_helpers import make_context
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class TestCommon(unittest.TestCase):
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def test_closed_falls_back_for_unknown_values(self):
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self.assertEqual(closed(Arch, "x86_64", Arch.other), Arch.x86_64)
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self.assertEqual(closed(Arch, "sparc", Arch.other), Arch.other)
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self.assertEqual(closed(Arch, None, Arch.other), Arch.other)
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def test_rate_rounds_and_rejects_bad_numbers(self):
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self.assertEqual(rate("12.346"), 12.35)
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self.assertEqual(rate(-3), 0.0)
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self.assertEqual(rate(float("nan")), 0.0)
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self.assertEqual(rate(float("inf")), 0.0)
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self.assertEqual(rate(None), 0.0)
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def test_histogram_drops_empty_buckets(self):
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self.assertEqual(
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histogram(Counter({Arch.x86_64: 2, Arch.other: 0})), {"x86_64": 2}
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)
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class TestInstallCollector(unittest.TestCase):
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def test_collects_version_variant_and_platform(self):
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with (
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patch.dict(os.environ, {"FRIGATE_IMAGE_VARIANT": "tensorrt-jp6"}),
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patch.object(install, "install_type", return_value=InstallType.docker),
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patch("platform.machine", return_value="aarch64"),
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patch("platform.release", return_value="6.8.0-45-generic"),
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patch("os.geteuid", return_value=1000),
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):
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section = install.collect(make_context())
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self.assertEqual(section.image_variant, ImageVariant.tensorrt_jp6)
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self.assertEqual(section.install_type, InstallType.docker)
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self.assertEqual(section.arch, Arch.aarch64)
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self.assertEqual(section.kernel, "6.8")
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self.assertFalse(section.run_as_root)
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def test_image_variant_is_dev_when_unset_and_other_when_unknown(self):
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self.assertEqual(install.image_variant(None), ImageVariant.dev)
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self.assertEqual(install.image_variant(""), ImageVariant.dev)
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self.assertEqual(install.image_variant("h8l"), ImageVariant.other)
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def test_install_type_checks_the_add_on_first(self):
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with patch("os.path.isfile", return_value=True):
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self.assertEqual(install.install_type(), InstallType.ha_addon)
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with (
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patch("os.path.isfile", return_value=False),
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patch.dict(os.environ, {"KUBERNETES_SERVICE_HOST": "10.0.0.1"}),
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):
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self.assertEqual(install.install_type(), InstallType.kubernetes)
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env = {k: v for k, v in os.environ.items() if k != "KUBERNETES_SERVICE_HOST"}
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with (
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patch("os.path.isfile", return_value=False),
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patch.dict(os.environ, env, clear=True),
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patch("os.path.exists", side_effect=lambda path: path == "/.dockerenv"),
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):
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self.assertEqual(install.install_type(), InstallType.docker)
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def test_kernel_and_arch_fall_back(self):
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self.assertEqual(install.kernel("weird"), "unknown")
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self.assertEqual(install.arch("armv7l"), Arch.other)
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self.assertEqual(install.arch("amd64"), Arch.x86_64)
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class TestHardwareCollector(unittest.TestCase):
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def setUp(self):
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self.dir = tempfile.TemporaryDirectory()
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self.addCleanup(self.dir.cleanup)
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def write(self, name: str, content: str) -> str:
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path = os.path.join(self.dir.name, name)
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with open(path, "w") as f:
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f.write(content)
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return path
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def test_cpu_model_prefers_the_board_model(self):
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board = self.write("model", "Raspberry Pi 5 Model B Rev 1.0\x00")
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cpuinfo = self.write("cpuinfo", "model name\t: Cortex-A76\n")
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with (
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patch.object(hardware, "DEVICE_TREE_MODEL", board),
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patch.object(hardware, "CPUINFO", cpuinfo),
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):
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self.assertEqual(hardware.cpu_model(), "Raspberry Pi 5 Model B Rev 1.0")
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def test_cpu_model_reads_cpuinfo_and_truncates(self):
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cpuinfo = self.write("cpuinfo", "processor\t: 0\nmodel name\t: " + "x" * 80)
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with (
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patch.object(hardware, "DEVICE_TREE_MODEL", self.dir.name + "/none"),
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patch.object(hardware, "CPUINFO", cpuinfo),
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):
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self.assertEqual(hardware.cpu_model(), "x" * 64)
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def test_collects_gpus_decode_detection_and_storage(self):
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stats = {
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"gpu_usages": {
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"NVIDIA GeForce RTX 3060": {"vendor": "nvidia"},
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"mystery": {},
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},
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"service": {
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"storage": {
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RECORD_DIR: {
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"total": 2048000.0,
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"used": 512000.0,
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"mount_type": "nfs4",
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}
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}
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},
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}
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probed = [
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SimpleNamespace(key="edgetpu:usb", count=2),
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SimpleNamespace(key="new:thing", count=1),
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SimpleNamespace(key="cpu", count=1),
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]
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families = [
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SimpleNamespace(key="vaapi"),
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SimpleNamespace(key="intel-qsv"),
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SimpleNamespace(key="future"),
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]
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with (
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patch.object(hardware.hardware_prober, "probe", return_value=probed),
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patch.object(hardware, "hwaccel_options", return_value=("vaapi", families)),
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patch.object(hardware, "cpu_model", return_value="Intel(R) N100"),
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patch("os.cpu_count", return_value=4),
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patch(
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"psutil.virtual_memory", return_value=SimpleNamespace(total=16 * 2**30)
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),
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):
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section = hardware.collect(make_context(stats=stats))
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self.assertEqual(section.cpu_model, "Intel(R) N100")
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self.assertEqual(section.cpu_cores, 4)
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self.assertEqual(section.memory_gb, 16)
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self.assertEqual(
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[(gpu.vendor, gpu.name) for gpu in section.gpus],
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[
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(GpuVendor.nvidia, "NVIDIA GeForce RTX 3060"),
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(GpuVendor.other, "mystery"),
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],
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)
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self.assertEqual(
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section.decode_families,
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[DecodeFamily.vaapi, DecodeFamily.intel_qsv, DecodeFamily.other],
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)
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self.assertEqual(
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section.detection_hardware,
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{HardwareKey.edgetpu_usb: 2, HardwareKey.other: 1, HardwareKey.cpu: 1},
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)
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self.assertEqual(section.storage.record_fs, "nfs4")
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self.assertEqual(section.storage.record_total_gb, 2000)
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self.assertEqual(section.storage.record_used_pct, 25)
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def test_storage_without_stats_is_unknown_and_empty(self):
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section = hardware.storage({})
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self.assertEqual(
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(section.record_fs, section.record_total_gb, section.record_used_pct),
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("unknown", 0, 0),
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)
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