mirror of
https://github.com/blakeblackshear/frigate.git
synced 2024-10-15 20:07:23 +02:00
Add GPU stats to the /stats API and debug screen (#3931)
* Add ffprobe endpoint * Get ffprobe for multiple inputs * Copy ffprobe in output * Fix bad if statement * Return full output of ffprobe process * Return full output of ffprobe process * Make ffprobe button show dialog with output and option to copy * Add driver names to consts * Add driver env var name * Setup general tracking for GPU stats * Catch RPi args as well * Add util to get radeontop results * Add real amd GPU stats * Fix missed arg * pass config * Use only the values * Fix vram * Add nvidia gpu stats * Use nvidia stats * Add chart for gpu stats * Format AMD with space between percent * Get correct nvidia % * Start to add support for intel GPU stats * Block out RPi as util is not currently available * Formatting * Fix mypy * Strip for float conversion * Strip for float conversion * Fix percent formatting * Remove name from gpu map * Add tests and fix AMD formatting * Add nvidia gpu stats test * Formatting * Add intel_gpu_top for testing * Formatting * Handle case where hwaccel is not setup * Formatting * Check to remove none * Don't use set * Cleanup and fix types * Handle case where args is list * Fix mypy * Cast to str * Fix type checking * Return none instead of empty * Fix organization * Make keys consistent * Make gpu match style * Get support for vainfo * Add vainfo endpoint * Set vainfo output in error correctly * Remove duplicate function * Fix errors * Do cpu & gpu work asynchonously * Fix async * Fix event loop * Fix crash * Fix naming * Send empty data for gpu if error occurs * Show error if gpu stats could not be retrieved * Fix mypy * Fix test * Don't use json for vainfo * Fix cross references * Strip unicode still * await vainfo response * Add gpu deps * Formatting * remove comments * Use empty string * Add vainfo back in
This commit is contained in:
Nicolas Mowen
GitHub
parent
3cb6d43fac
commit
aaedd24f37
@ -8,7 +8,7 @@ apt-get -qq install --no-install-recommends -y \
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apt-transport-https \
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gnupg \
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wget \
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procps \
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procps vainfo \
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unzip locales tzdata libxml2 xz-utils \
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python3-pip
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@ -53,7 +53,7 @@ if [[ "${TARGETARCH}" == "amd64" ]]; then
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echo 'deb http://deb.debian.org/debian testing main non-free' >/etc/apt/sources.list.d/debian-testing.list
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apt-get -qq update
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apt-get -qq install --no-install-recommends --no-install-suggests -y \
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mesa-va-drivers libva-drm2 intel-media-va-driver-non-free i965-va-driver libmfx1
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mesa-va-drivers libva-drm2 intel-media-va-driver-non-free i965-va-driver libmfx1 radeontop intel-gpu-tools
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rm -f /etc/apt/sources.list.d/debian-testing.list
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fi
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@ -11,3 +11,10 @@ PLUS_API_HOST = "https://api.frigate.video"
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REGEX_CAMERA_NAME = "^[a-zA-Z0-9_-]+$"
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REGEX_RTSP_CAMERA_USER_PASS = ":\/\/[a-zA-Z0-9_-]+:[\S]+@"
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REGEX_HTTP_CAMERA_USER_PASS = "user=[a-zA-Z0-9_-]+&password=[\S]+"
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# Known Driver Names
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DRIVER_ENV_VAR = "LIBVA_DRIVER_NAME"
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DRIVER_AMD = "radeonsi"
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DRIVER_INTEL_i965 = "i965"
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DRIVER_INTEL_iHD = "iHD"
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@ -26,11 +26,12 @@ from flask import (
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from peewee import SqliteDatabase, operator, fn, DoesNotExist
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from playhouse.shortcuts import model_to_dict
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from frigate.config import CameraConfig
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from frigate.const import CLIPS_DIR
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from frigate.models import Event, Recordings
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from frigate.object_processing import TrackedObject
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from frigate.stats import stats_snapshot
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from frigate.util import clean_camera_user_pass, ffprobe_stream
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from frigate.util import clean_camera_user_pass, ffprobe_stream, vainfo_hwaccel
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from frigate.version import VERSION
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logger = logging.getLogger(__name__)
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@ -608,7 +609,7 @@ def version():
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@bp.route("/stats")
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def stats():
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stats = stats_snapshot(current_app.stats_tracking)
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stats = stats_snapshot(current_app.frigate_config, current_app.stats_tracking)
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return jsonify(stats)
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@ -996,3 +997,19 @@ def ffprobe():
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)
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return jsonify(output)
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@bp.route("/vainfo", methods=["GET"])
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def vainfo():
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vainfo = vainfo_hwaccel()
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return jsonify(
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{
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"return_code": vainfo.returncode,
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"stderr": vainfo.stderr.decode("unicode_escape").strip()
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if vainfo.stderr.decode()
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else "",
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"stdout": vainfo.stdout.decode("unicode_escape").strip()
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if vainfo.stdout.decode()
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else "",
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}
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)
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@ -1,3 +1,4 @@
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import asyncio
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import json
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import logging
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import threading
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@ -11,8 +12,9 @@ from multiprocessing.synchronize import Event as MpEvent
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from frigate.comms.dispatcher import Dispatcher
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from frigate.config import FrigateConfig
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from frigate.const import RECORD_DIR, CLIPS_DIR, CACHE_DIR
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from frigate.const import DRIVER_AMD, DRIVER_ENV_VAR, RECORD_DIR, CLIPS_DIR, CACHE_DIR
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from frigate.types import StatsTrackingTypes, CameraMetricsTypes
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from frigate.util import get_amd_gpu_stats, get_intel_gpu_stats, get_nvidia_gpu_stats
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from frigate.version import VERSION
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from frigate.util import get_cpu_stats
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from frigate.object_detection import ObjectDetectProcess
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@ -82,7 +84,96 @@ def get_temperatures() -> dict[str, float]:
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return temps
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def stats_snapshot(stats_tracking: StatsTrackingTypes) -> dict[str, Any]:
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def get_processing_stats(config: FrigateConfig, stats: dict[str, str]) -> None:
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"""Get stats for cpu / gpu."""
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async def run_tasks() -> None:
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await asyncio.wait(
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[
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asyncio.create_task(set_gpu_stats(config, stats)),
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asyncio.create_task(set_cpu_stats(stats)),
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]
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)
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loop = asyncio.new_event_loop()
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asyncio.set_event_loop(loop)
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loop.run_until_complete(run_tasks())
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loop.close()
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async def set_cpu_stats(all_stats: dict[str, Any]) -> None:
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"""Set cpu usage from top."""
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cpu_stats = get_cpu_stats()
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if cpu_stats:
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all_stats["cpu_usages"] = cpu_stats
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async def set_gpu_stats(config: FrigateConfig, all_stats: dict[str, Any]) -> None:
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"""Parse GPUs from hwaccel args and use for stats."""
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hwaccel_args = []
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for camera in config.cameras.values():
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args = camera.ffmpeg.hwaccel_args
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if isinstance(args, list):
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args = " ".join(args)
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if args and args not in hwaccel_args:
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hwaccel_args.append(args)
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stats: dict[str, dict] = {}
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for args in hwaccel_args:
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if "cuvid" in args:
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# nvidia GPU
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nvidia_usage = get_nvidia_gpu_stats()
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if nvidia_usage:
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name = nvidia_usage["name"]
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del nvidia_usage["name"]
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stats[name] = nvidia_usage
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else:
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stats["nvidia-gpu"] = {"gpu": -1, "mem": -1}
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elif "qsv" in args:
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# intel QSV GPU
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intel_usage = get_intel_gpu_stats()
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if intel_usage:
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stats["intel-qsv"] = intel_usage
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else:
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stats["intel-qsv"] = {"gpu": -1, "mem": -1}
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elif "vaapi" in args:
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driver = os.environ.get(DRIVER_ENV_VAR)
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if driver == DRIVER_AMD:
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# AMD VAAPI GPU
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amd_usage = get_amd_gpu_stats()
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if amd_usage:
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stats["amd-vaapi"] = amd_usage
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else:
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stats["amd-vaapi"] = {"gpu": -1, "mem": -1}
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else:
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# intel VAAPI GPU
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intel_usage = get_intel_gpu_stats()
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if intel_usage:
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stats["intel-vaapi"] = intel_usage
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else:
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stats["intel-vaapi"] = {"gpu": -1, "mem": -1}
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elif "v4l2m2m" in args:
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# RPi v4l2m2m is currently not able to get usage stats
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stats["rpi-v4l2m2m"] = {"gpu": -1, "mem": -1}
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if stats:
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all_stats["gpu_usages"] = stats
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def stats_snapshot(
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config: FrigateConfig, stats_tracking: StatsTrackingTypes
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) -> dict[str, Any]:
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"""Get a snapshot of the current stats that are being tracked."""
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camera_metrics = stats_tracking["camera_metrics"]
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stats: dict[str, Any] = {}
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@ -119,7 +210,7 @@ def stats_snapshot(stats_tracking: StatsTrackingTypes) -> dict[str, Any]:
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}
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stats["detection_fps"] = round(total_detection_fps, 2)
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stats["cpu_usages"] = get_cpu_stats()
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get_processing_stats(config, stats)
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stats["service"] = {
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"uptime": (int(time.time()) - stats_tracking["started"]),
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@ -159,6 +250,6 @@ class StatsEmitter(threading.Thread):
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def run(self) -> None:
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time.sleep(10)
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while not self.stop_event.wait(self.config.mqtt.stats_interval):
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stats = stats_snapshot(self.stats_tracking)
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stats = stats_snapshot(self.config, self.stats_tracking)
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self.dispatcher.publish("stats", json.dumps(stats), retain=False)
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logger.info(f"Exiting watchdog...")
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45
frigate/test/test_gpu_stats.py
Normal file
45
frigate/test/test_gpu_stats.py
Normal file
@ -0,0 +1,45 @@
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import unittest
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from unittest.mock import MagicMock, patch
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from frigate.util import get_amd_gpu_stats, get_intel_gpu_stats, get_nvidia_gpu_stats
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class TestGpuStats(unittest.TestCase):
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def setUp(self):
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self.amd_results = "Unknown Radeon card. <= R500 won't work, new cards might.\nDumping to -, line limit 1.\n1664070990.607556: bus 10, gpu 4.17%, ee 0.00%, vgt 0.00%, ta 0.00%, tc 0.00%, sx 0.00%, sh 0.00%, spi 0.83%, smx 0.00%, cr 0.00%, sc 0.00%, pa 0.00%, db 0.00%, cb 0.00%, vram 60.37% 294.04mb, gtt 0.33% 52.21mb, mclk 100.00% 1.800ghz, sclk 26.65% 0.533ghz\n"
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self.intel_results = """{"period":{"duration":1.194033,"unit":"ms"},"frequency":{"requested":0.000000,"actual":0.000000,"unit":"MHz"},"interrupts":{"count":3349.991164,"unit":"irq/s"},"rc6":{"value":47.844741,"unit":"%"},"engines":{"Render/3D/0":{"busy":0.000000,"sema":0.000000,"wait":0.000000,"unit":"%"},"Blitter/0":{"busy":0.000000,"sema":0.000000,"wait":0.000000,"unit":"%"},"Video/0":{"busy":4.533124,"sema":0.000000,"wait":0.000000,"unit":"%"},"Video/1":{"busy":6.194385,"sema":0.000000,"wait":0.000000,"unit":"%"},"VideoEnhance/0":{"busy":0.000000,"sema":0.000000,"wait":0.000000,"unit":"%"}}},{"period":{"duration":1.189291,"unit":"ms"},"frequency":{"requested":0.000000,"actual":0.000000,"unit":"MHz"},"interrupts":{"count":0.000000,"unit":"irq/s"},"rc6":{"value":100.000000,"unit":"%"},"engines":{"Render/3D/0":{"busy":0.000000,"sema":0.000000,"wait":0.000000,"unit":"%"},"Blitter/0":{"busy":0.000000,"sema":0.000000,"wait":0.000000,"unit":"%"},"Video/0":{"busy":0.000000,"sema":0.000000,"wait":0.000000,"unit":"%"},"Video/1":{"busy":0.000000,"sema":0.000000,"wait":0.000000,"unit":"%"},"VideoEnhance/0":{"busy":0.000000,"sema":0.000000,"wait":0.000000,"unit":"%"}}}"""
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self.nvidia_results = "name, utilization.gpu [%], memory.used [MiB], memory.total [MiB]\nNVIDIA GeForce RTX 3050, 42 %, 5036 MiB, 8192 MiB\n"
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@patch("subprocess.run")
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def test_amd_gpu_stats(self, sp):
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process = MagicMock()
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process.returncode = 0
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process.stdout = self.amd_results
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sp.return_value = process
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amd_stats = get_amd_gpu_stats()
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assert amd_stats == {"gpu": "4.17 %", "mem": "60.37 %"}
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@patch("subprocess.run")
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def test_nvidia_gpu_stats(self, sp):
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process = MagicMock()
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process.returncode = 0
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process.stdout = self.nvidia_results
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sp.return_value = process
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nvidia_stats = get_nvidia_gpu_stats()
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assert nvidia_stats == {
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"name": "NVIDIA GeForce RTX 3050",
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"gpu": "42 %",
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"mem": "61.5 %",
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}
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@patch("subprocess.run")
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def test_intel_gpu_stats(self, sp):
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process = MagicMock()
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process.returncode = 0
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process.stdout = self.intel_results
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sp.return_value = process
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intel_stats = get_intel_gpu_stats()
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assert intel_stats == {
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"gpu": "10.73 %",
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"mem": "- %",
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}
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105
frigate/util.py
105
frigate/util.py
@ -766,6 +766,105 @@ def get_cpu_stats() -> dict[str, dict]:
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return usages
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def get_amd_gpu_stats() -> dict[str, str]:
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"""Get stats using radeontop."""
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radeontop_command = ["radeontop", "-d", "-", "-l", "1"]
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p = sp.run(
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radeontop_command,
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encoding="ascii",
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capture_output=True,
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)
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if p.returncode != 0:
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logger.error(p.stderr)
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return None
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else:
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usages = p.stdout.split(",")
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results: dict[str, str] = {}
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for hw in usages:
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if "gpu" in hw:
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results["gpu"] = f"{hw.strip().split(' ')[1].replace('%', '')} %"
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elif "vram" in hw:
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results["mem"] = f"{hw.strip().split(' ')[1].replace('%', '')} %"
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return results
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def get_intel_gpu_stats() -> dict[str, str]:
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"""Get stats using intel_gpu_top."""
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intel_gpu_top_command = [
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"timeout",
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"0.1s",
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"intel_gpu_top",
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"-J",
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"-o",
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"-",
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"-s",
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"1",
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]
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p = sp.run(
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intel_gpu_top_command,
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encoding="ascii",
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capture_output=True,
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)
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if p.returncode != 0:
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logger.error(p.stderr)
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return None
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else:
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readings = json.loads(f"[{p.stdout}]")
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results: dict[str, str] = {}
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for reading in readings:
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if reading.get("engines", {}).get("Video/0", {}).get(
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"busy", 0
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) or reading.get("engines", {}).get("Video/1", {}).get("busy", 0):
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gpu_usage = round(
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float(reading.get("engines", {}).get("Video/0", {}).get("busy", 0))
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+ float(
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reading.get("engines", {}).get("Video/1", {}).get("busy", 0)
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),
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2,
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)
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results["gpu"] = f"{gpu_usage} %"
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break
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results["mem"] = "- %"
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return results
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def get_nvidia_gpu_stats() -> dict[str, str]:
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"""Get stats using nvidia-smi."""
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nvidia_smi_command = [
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"nvidia-smi",
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"--query-gpu=gpu_name,utilization.gpu,memory.used,memory.total",
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"--format=csv",
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]
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p = sp.run(
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nvidia_smi_command,
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encoding="ascii",
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capture_output=True,
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)
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if p.returncode != 0:
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logger.error(p.stderr)
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return None
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else:
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usages = p.stdout.split("\n")[1].strip().split(",")
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memory_percent = f"{round(float(usages[2].replace(' MiB', '').strip()) / float(usages[3].replace(' MiB', '').strip()) * 100, 1)} %"
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results: dict[str, str] = {
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"name": usages[0],
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"gpu": usages[1].strip(),
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"mem": memory_percent,
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}
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return results
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def ffprobe_stream(path: str) -> sp.CompletedProcess:
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"""Run ffprobe on stream."""
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ffprobe_cmd = [
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@ -781,6 +880,12 @@ def ffprobe_stream(path: str) -> sp.CompletedProcess:
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return sp.run(ffprobe_cmd, capture_output=True)
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|
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|
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def vainfo_hwaccel() -> sp.CompletedProcess:
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"""Run vainfo."""
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ffprobe_cmd = ["vainfo"]
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return sp.run(ffprobe_cmd, capture_output=True)
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|
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|
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class FrameManager(ABC):
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@abstractmethod
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def create(self, name, size) -> AnyStr:
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@ -21,9 +21,17 @@ export default function System() {
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} = useWs('stats');
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const { data: initialStats } = useSWR('stats');
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|
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const { cpu_usages, detectors, service = {}, detection_fps: _, ...cameras } = stats || initialStats || emptyObject;
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const {
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cpu_usages,
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gpu_usages,
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detectors,
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service = {},
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detection_fps: _,
|
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...cameras
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} = stats || initialStats || emptyObject;
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|
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const detectorNames = Object.keys(detectors || emptyObject);
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const gpuNames = Object.keys(gpu_usages || emptyObject);
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const cameraNames = Object.keys(cameras || emptyObject);
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|
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const handleCopyConfig = useCallback(() => {
|
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@ -55,9 +63,9 @@ export default function System() {
|
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});
|
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|
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if (response.status === 200) {
|
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setState({ showFfprobe: true, ffprobe: JSON.stringify(response.data, null, 2) });
|
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setState({ ...state, showFfprobe: true, ffprobe: JSON.stringify(response.data, null, 2) });
|
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} else {
|
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setState({ ...state, ffprobe: 'There was an error getting the ffprobe output.' });
|
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setState({ ...state, showFfprobe: true, ffprobe: 'There was an error getting the ffprobe output.' });
|
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}
|
||||
};
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|
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@ -66,11 +74,31 @@ export default function System() {
|
||||
setState({ ...state, ffprobe: '', showFfprobe: false });
|
||||
};
|
||||
|
||||
const onHandleVainfo = async (e) => {
|
||||
if (e) {
|
||||
e.stopPropagation();
|
||||
}
|
||||
|
||||
const response = await axios.get('vainfo');
|
||||
|
||||
if (response.status === 200) {
|
||||
setState({ ...state, showVainfo: true, vainfo: JSON.stringify(response.data, null, 2) });
|
||||
} else {
|
||||
setState({ ...state, showVainfo: true, vainfo: 'There was an error getting the vainfo output.' });
|
||||
}
|
||||
};
|
||||
|
||||
const onCopyVainfo = async () => {
|
||||
await window.navigator.clipboard.writeText(JSON.stringify(state.vaifp, null, 2));
|
||||
setState({ ...state, vainfo: '', showVainfo: false });
|
||||
};
|
||||
|
||||
return (
|
||||
<div className="space-y-4 p-2 px-4">
|
||||
<Heading>
|
||||
System <span className="text-sm">{service.version}</span>
|
||||
</Heading>
|
||||
|
||||
{state.showFfprobe && (
|
||||
<Dialog>
|
||||
<div className="p-4">
|
||||
@ -92,6 +120,23 @@ export default function System() {
|
||||
</Dialog>
|
||||
)}
|
||||
|
||||
{state.showVainfo && (
|
||||
<Dialog>
|
||||
<div className="p-4">
|
||||
<Heading size="lg">Vainfo Output</Heading>
|
||||
{state.vainfo != '' ? <p className="mb-2">{state.vainfo}</p> : <ActivityIndicator />}
|
||||
</div>
|
||||
<div className="p-2 flex justify-start flex-row-reverse space-x-2">
|
||||
<Button className="ml-2" onClick={() => onCopyVainfo()} type="text">
|
||||
Copy
|
||||
</Button>
|
||||
<Button className="ml-2" onClick={() => setState({ ...state, vainfo: '', showVainfo: false })} type="text">
|
||||
Close
|
||||
</Button>
|
||||
</div>
|
||||
</Dialog>
|
||||
)}
|
||||
|
||||
{!detectors ? (
|
||||
<div>
|
||||
<ActivityIndicator />
|
||||
@ -125,6 +170,50 @@ export default function System() {
|
||||
))}
|
||||
</div>
|
||||
|
||||
<div className="text-lg flex justify-between p-4">
|
||||
<Heading size="lg">GPUs</Heading>
|
||||
<Button onClick={(e) => onHandleVainfo(e)}>vainfo</Button>
|
||||
</div>
|
||||
|
||||
{!gpu_usages ? (
|
||||
<div className="p-4">
|
||||
<Link href={'https://docs.frigate.video/configuration/hardware_acceleration'}>
|
||||
Hardware acceleration has not been setup, see the docs to setup hardware acceleration.
|
||||
</Link>
|
||||
</div>
|
||||
) : (
|
||||
<div data-testid="gpus" className="grid grid-cols-1 3xl:grid-cols-3 md:grid-cols-2 gap-4">
|
||||
{gpuNames.map((gpu) => (
|
||||
<div key={gpu} className="dark:bg-gray-800 shadow-md hover:shadow-lg rounded-lg transition-shadow">
|
||||
<div className="text-lg flex justify-between p-4">{gpu}</div>
|
||||
<div className="p-2">
|
||||
{gpu_usages[gpu]['gpu'] == -1 ? (
|
||||
<div className="p-4">
|
||||
There was an error getting usage stats. Either your GPU does not support this or frigate does
|
||||
not have proper access.
|
||||
</div>
|
||||
) : (
|
||||
<Table className="w-full">
|
||||
<Thead>
|
||||
<Tr>
|
||||
<Th>Gpu %</Th>
|
||||
<Th>Memory %</Th>
|
||||
</Tr>
|
||||
</Thead>
|
||||
<Tbody>
|
||||
<Tr>
|
||||
<Td>{gpu_usages[gpu]['gpu']}</Td>
|
||||
<Td>{gpu_usages[gpu]['mem']}</Td>
|
||||
</Tr>
|
||||
</Tbody>
|
||||
</Table>
|
||||
)}
|
||||
</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
)}
|
||||
|
||||
<Heading size="lg">Cameras</Heading>
|
||||
<div data-testid="cameras" className="grid grid-cols-1 3xl:grid-cols-3 md:grid-cols-2 gap-4">
|
||||
{cameraNames.map((camera) => (
|
||||
|
||||
Loading…
Reference in New Issue
Block a user