feat: HA light output targets — cast LED colors to Home Assistant lights
Lint & Test / test (push) Has been cancelled

New output target type `ha_light` that sends averaged LED colors to HA
light entities via WebSocket service calls (light.turn_on/turn_off):

Backend:
- HARuntime.call_service(): fire-and-forget WS service calls
- HALightOutputTarget: data model with light mappings, update rate, transition
- HALightTargetProcessor: processing loop with delta detection, rate limiting
- ProcessorManager.add_ha_light_target(): registration
- API schemas/routes updated for ha_light target type

Frontend:
- HA Light Targets section in Targets tab tree nav
- Modal editor: HA source picker, CSS source picker, light entity mappings
- Target cards with start/stop/clone/edit actions
- i18n keys for all new UI strings
This commit is contained in:
2026-03-28 00:08:49 +03:00
parent fb98e6e2b8
commit cb9289f01f
25 changed files with 1679 additions and 164 deletions
@@ -25,6 +25,11 @@ from wled_controller.storage.key_colors_output_target import (
KeyColorsSettings,
KeyColorsOutputTarget,
)
from wled_controller.storage.ha_light_output_target import (
HALightMapping,
HALightOutputTarget,
)
from wled_controller.api.schemas.output_targets import HALightMappingSchema
from wled_controller.storage.output_target_store import OutputTargetStore
from wled_controller.utils import get_logger
from wled_controller.storage.base_store import EntityNotFoundError
@@ -76,7 +81,6 @@ def _target_to_response(target) -> OutputTargetResponse:
protocol=target.protocol,
description=target.description,
tags=target.tags,
created_at=target.created_at,
updated_at=target.updated_at,
)
@@ -89,7 +93,31 @@ def _target_to_response(target) -> OutputTargetResponse:
key_colors_settings=_kc_settings_to_schema(target.settings),
description=target.description,
tags=target.tags,
created_at=target.created_at,
updated_at=target.updated_at,
)
elif isinstance(target, HALightOutputTarget):
return OutputTargetResponse(
id=target.id,
name=target.name,
target_type=target.target_type,
ha_source_id=target.ha_source_id,
color_strip_source_id=target.color_strip_source_id,
ha_light_mappings=[
HALightMappingSchema(
entity_id=m.entity_id,
led_start=m.led_start,
led_end=m.led_end,
brightness_scale=m.brightness_scale,
)
for m in target.light_mappings
],
update_rate=target.update_rate,
ha_transition=target.transition,
color_tolerance=target.color_tolerance,
min_brightness_threshold=target.min_brightness_threshold,
description=target.description,
tags=target.tags,
created_at=target.created_at,
updated_at=target.updated_at,
)
@@ -100,7 +128,6 @@ def _target_to_response(target) -> OutputTargetResponse:
target_type=target.target_type,
description=target.description,
tags=target.tags,
created_at=target.created_at,
updated_at=target.updated_at,
)
@@ -108,7 +135,10 @@ def _target_to_response(target) -> OutputTargetResponse:
# ===== CRUD ENDPOINTS =====
@router.post("/api/v1/output-targets", response_model=OutputTargetResponse, tags=["Targets"], status_code=201)
@router.post(
"/api/v1/output-targets", response_model=OutputTargetResponse, tags=["Targets"], status_code=201
)
async def create_target(
data: OutputTargetCreate,
_auth: AuthRequired,
@@ -125,7 +155,22 @@ async def create_target(
except ValueError:
raise HTTPException(status_code=422, detail=f"Device {data.device_id} not found")
kc_settings = _kc_schema_to_settings(data.key_colors_settings) if data.key_colors_settings else None
kc_settings = (
_kc_schema_to_settings(data.key_colors_settings) if data.key_colors_settings else None
)
ha_mappings = (
[
HALightMapping(
entity_id=m.entity_id,
led_start=m.led_start,
led_end=m.led_end,
brightness_scale=m.brightness_scale,
)
for m in data.ha_light_mappings
]
if data.ha_light_mappings
else None
)
# Create in store
target = target_store.create_target(
@@ -144,6 +189,11 @@ async def create_target(
key_colors_settings=kc_settings,
description=data.description,
tags=data.tags,
ha_source_id=data.ha_source_id,
ha_light_mappings=ha_mappings,
update_rate=data.update_rate,
transition=data.transition,
color_tolerance=data.color_tolerance,
)
# Register in processor manager
@@ -196,7 +246,9 @@ async def batch_target_metrics(
return {"metrics": manager.get_all_target_metrics()}
@router.get("/api/v1/output-targets/{target_id}", response_model=OutputTargetResponse, tags=["Targets"])
@router.get(
"/api/v1/output-targets/{target_id}", response_model=OutputTargetResponse, tags=["Targets"]
)
async def get_target(
target_id: str,
_auth: AuthRequired,
@@ -210,7 +262,9 @@ async def get_target(
raise HTTPException(status_code=404, detail=str(e))
@router.put("/api/v1/output-targets/{target_id}", response_model=OutputTargetResponse, tags=["Targets"])
@router.put(
"/api/v1/output-targets/{target_id}", response_model=OutputTargetResponse, tags=["Targets"]
)
async def update_target(
target_id: str,
data: OutputTargetUpdate,
@@ -246,7 +300,9 @@ async def update_target(
smoothing=incoming.get("smoothing", ex.smoothing),
pattern_template_id=incoming.get("pattern_template_id", ex.pattern_template_id),
brightness=incoming.get("brightness", ex.brightness),
brightness_value_source_id=incoming.get("brightness_value_source_id", ex.brightness_value_source_id),
brightness_value_source_id=incoming.get(
"brightness_value_source_id", ex.brightness_value_source_id
),
)
kc_settings = _kc_schema_to_settings(merged)
else:
@@ -282,14 +338,18 @@ async def update_target(
await asyncio.to_thread(
target.sync_with_manager,
manager,
settings_changed=(data.fps is not None or
data.keepalive_interval is not None or
data.state_check_interval is not None or
data.min_brightness_threshold is not None or
data.adaptive_fps is not None or
data.key_colors_settings is not None),
settings_changed=(
data.fps is not None
or data.keepalive_interval is not None
or data.state_check_interval is not None
or data.min_brightness_threshold is not None
or data.adaptive_fps is not None
or data.key_colors_settings is not None
),
css_changed=data.color_strip_source_id is not None,
brightness_vs_changed=(data.brightness_value_source_id is not None or kc_brightness_vs_changed),
brightness_vs_changed=(
data.brightness_value_source_id is not None or kc_brightness_vs_changed
),
)
except ValueError as e:
logger.debug("Processor config update skipped for target %s: %s", target_id, e)
@@ -10,6 +10,8 @@ import sys
from datetime import datetime, timezone
from typing import Optional
import os
import psutil
from fastapi import APIRouter, Depends, HTTPException, Query
@@ -52,8 +54,10 @@ from wled_controller.api.routes.system_settings import load_external_url # noqa
logger = get_logger(__name__)
# Prime psutil CPU counter (first call always returns 0.0)
# Prime psutil CPU counters (first call always returns 0.0)
psutil.cpu_percent(interval=None)
_process = psutil.Process(os.getpid())
_process.cpu_percent(interval=None) # prime process-level counter
# GPU monitoring (initialized once in utils.gpu, shared with metrics_history)
from wled_controller.utils.gpu import ( # noqa: E402
@@ -264,18 +268,36 @@ def get_system_performance(_: AuthRequired):
"""
mem = psutil.virtual_memory()
# App-level metrics
proc_mem = _process.memory_info()
app_cpu = _process.cpu_percent(interval=None)
app_ram_mb = round(proc_mem.rss / 1024 / 1024, 1)
gpu = None
if _nvml_available:
try:
util = _nvml.nvmlDeviceGetUtilizationRates(_nvml_handle)
mem_info = _nvml.nvmlDeviceGetMemoryInfo(_nvml_handle)
temp = _nvml.nvmlDeviceGetTemperature(_nvml_handle, _nvml.NVML_TEMPERATURE_GPU)
# App GPU memory: sum memory used by this process on the GPU
app_gpu_mem: float | None = None
try:
pid = os.getpid()
for proc_info in _nvml.nvmlDeviceGetComputeRunningProcesses(_nvml_handle):
if proc_info.pid == pid and proc_info.usedGpuMemory:
app_gpu_mem = round(proc_info.usedGpuMemory / 1024 / 1024, 1)
break
except Exception:
pass # not all drivers support per-process queries
gpu = GpuInfo(
name=_nvml.nvmlDeviceGetName(_nvml_handle),
utilization=float(util.gpu),
memory_used_mb=round(mem_info.used / 1024 / 1024, 1),
memory_total_mb=round(mem_info.total / 1024 / 1024, 1),
temperature_c=float(temp),
app_memory_mb=app_gpu_mem,
)
except Exception as e:
logger.debug("NVML query failed: %s", e)
@@ -286,6 +308,8 @@ def get_system_performance(_: AuthRequired):
ram_used_mb=round(mem.used / 1024 / 1024, 1),
ram_total_mb=round(mem.total / 1024 / 1024, 1),
ram_percent=mem.percent,
app_cpu_percent=app_cpu,
app_ram_mb=app_ram_mb,
gpu=gpu,
timestamp=datetime.now(timezone.utc),
)
@@ -22,10 +22,18 @@ class KeyColorsSettingsSchema(BaseModel):
"""Settings for key colors extraction."""
fps: int = Field(default=10, description="Extraction rate (1-60)", ge=1, le=60)
interpolation_mode: str = Field(default="average", description="Color mode (average, median, dominant)")
smoothing: float = Field(default=0.3, description="Temporal smoothing (0.0-1.0)", ge=0.0, le=1.0)
pattern_template_id: str = Field(default="", description="Pattern template ID for rectangle layout")
brightness: float = Field(default=1.0, description="Output brightness (0.0-1.0)", ge=0.0, le=1.0)
interpolation_mode: str = Field(
default="average", description="Color mode (average, median, dominant)"
)
smoothing: float = Field(
default=0.3, description="Temporal smoothing (0.0-1.0)", ge=0.0, le=1.0
)
pattern_template_id: str = Field(
default="", description="Pattern template ID for rectangle layout"
)
brightness: float = Field(
default=1.0, description="Output brightness (0.0-1.0)", ge=0.0, le=1.0
)
brightness_value_source_id: str = Field(default="", description="Brightness value source ID")
@@ -46,24 +54,79 @@ class KeyColorsResponse(BaseModel):
timestamp: Optional[datetime] = Field(None, description="Extraction timestamp")
class HALightMappingSchema(BaseModel):
"""Maps an LED range to one HA light entity."""
entity_id: str = Field(description="HA light entity ID (e.g. 'light.living_room')")
led_start: int = Field(default=0, ge=0, description="Start LED index (0-based)")
led_end: int = Field(default=-1, description="End LED index (-1 = last)")
brightness_scale: float = Field(
default=1.0, ge=0.0, le=1.0, description="Brightness multiplier"
)
class OutputTargetCreate(BaseModel):
"""Request to create an output target."""
name: str = Field(description="Target name", min_length=1, max_length=100)
target_type: str = Field(default="led", description="Target type (led, key_colors)")
target_type: str = Field(default="led", description="Target type (led, key_colors, ha_light)")
# LED target fields
device_id: str = Field(default="", description="LED device ID")
color_strip_source_id: str = Field(default="", description="Color strip source ID")
brightness_value_source_id: str = Field(default="", description="Brightness value source ID")
fps: int = Field(default=30, ge=1, le=90, description="Target send FPS (1-90)")
keepalive_interval: float = Field(default=1.0, description="Keepalive send interval when screen is static (0.5-5.0s)", ge=0.5, le=5.0)
state_check_interval: int = Field(default=DEFAULT_STATE_CHECK_INTERVAL, description="Device health check interval (5-600s)", ge=5, le=600)
min_brightness_threshold: int = Field(default=0, ge=0, le=254, description="Min brightness threshold (0=disabled); below this → off")
adaptive_fps: bool = Field(default=False, description="Auto-reduce FPS when device is unresponsive")
protocol: str = Field(default="ddp", pattern="^(ddp|http)$", description="Send protocol: ddp (UDP) or http (JSON API)")
keepalive_interval: float = Field(
default=1.0,
description="Keepalive send interval when screen is static (0.5-5.0s)",
ge=0.5,
le=5.0,
)
state_check_interval: int = Field(
default=DEFAULT_STATE_CHECK_INTERVAL,
description="Device health check interval (5-600s)",
ge=5,
le=600,
)
min_brightness_threshold: int = Field(
default=0,
ge=0,
le=254,
description="Min brightness threshold (0=disabled); below this → off",
)
adaptive_fps: bool = Field(
default=False, description="Auto-reduce FPS when device is unresponsive"
)
protocol: str = Field(
default="ddp",
pattern="^(ddp|http)$",
description="Send protocol: ddp (UDP) or http (JSON API)",
)
# KC target fields
picture_source_id: str = Field(default="", description="Picture source ID (for key_colors targets)")
key_colors_settings: Optional[KeyColorsSettingsSchema] = Field(None, description="Key colors settings (for key_colors targets)")
picture_source_id: str = Field(
default="", description="Picture source ID (for key_colors targets)"
)
key_colors_settings: Optional[KeyColorsSettingsSchema] = Field(
None, description="Key colors settings (for key_colors targets)"
)
# HA light target fields
ha_source_id: str = Field(
default="", description="Home Assistant source ID (for ha_light targets)"
)
ha_light_mappings: Optional[List[HALightMappingSchema]] = Field(
None, description="LED-to-light mappings (for ha_light targets)"
)
update_rate: float = Field(
default=2.0, ge=0.5, le=5.0, description="Service call rate in Hz (for ha_light targets)"
)
transition: float = Field(
default=0.5, ge=0.0, le=10.0, description="HA transition seconds (for ha_light targets)"
)
color_tolerance: int = Field(
default=5,
ge=0,
le=50,
description="Skip service call if RGB delta < this (for ha_light targets)",
)
description: Optional[str] = Field(None, description="Optional description", max_length=500)
tags: List[str] = Field(default_factory=list, description="User-defined tags")
@@ -75,16 +138,48 @@ class OutputTargetUpdate(BaseModel):
# LED target fields
device_id: Optional[str] = Field(None, description="LED device ID")
color_strip_source_id: Optional[str] = Field(None, description="Color strip source ID")
brightness_value_source_id: Optional[str] = Field(None, description="Brightness value source ID")
brightness_value_source_id: Optional[str] = Field(
None, description="Brightness value source ID"
)
fps: Optional[int] = Field(None, ge=1, le=90, description="Target send FPS (1-90)")
keepalive_interval: Optional[float] = Field(None, description="Keepalive interval (0.5-5.0s)", ge=0.5, le=5.0)
state_check_interval: Optional[int] = Field(None, description="Health check interval (5-600s)", ge=5, le=600)
min_brightness_threshold: Optional[int] = Field(None, ge=0, le=254, description="Min brightness threshold (0=disabled); below this → off")
adaptive_fps: Optional[bool] = Field(None, description="Auto-reduce FPS when device is unresponsive")
protocol: Optional[str] = Field(None, pattern="^(ddp|http)$", description="Send protocol: ddp (UDP) or http (JSON API)")
keepalive_interval: Optional[float] = Field(
None, description="Keepalive interval (0.5-5.0s)", ge=0.5, le=5.0
)
state_check_interval: Optional[int] = Field(
None, description="Health check interval (5-600s)", ge=5, le=600
)
min_brightness_threshold: Optional[int] = Field(
None, ge=0, le=254, description="Min brightness threshold (0=disabled); below this → off"
)
adaptive_fps: Optional[bool] = Field(
None, description="Auto-reduce FPS when device is unresponsive"
)
protocol: Optional[str] = Field(
None, pattern="^(ddp|http)$", description="Send protocol: ddp (UDP) or http (JSON API)"
)
# KC target fields
picture_source_id: Optional[str] = Field(None, description="Picture source ID (for key_colors targets)")
key_colors_settings: Optional[KeyColorsSettingsSchema] = Field(None, description="Key colors settings (for key_colors targets)")
picture_source_id: Optional[str] = Field(
None, description="Picture source ID (for key_colors targets)"
)
key_colors_settings: Optional[KeyColorsSettingsSchema] = Field(
None, description="Key colors settings (for key_colors targets)"
)
# HA light target fields
ha_source_id: Optional[str] = Field(
None, description="Home Assistant source ID (for ha_light targets)"
)
ha_light_mappings: Optional[List[HALightMappingSchema]] = Field(
None, description="LED-to-light mappings (for ha_light targets)"
)
update_rate: Optional[float] = Field(
None, ge=0.5, le=5.0, description="Service call rate Hz (for ha_light targets)"
)
transition: Optional[float] = Field(
None, ge=0.0, le=10.0, description="HA transition seconds (for ha_light targets)"
)
color_tolerance: Optional[int] = Field(
None, ge=0, le=50, description="RGB delta tolerance (for ha_light targets)"
)
description: Optional[str] = Field(None, description="Optional description", max_length=500)
tags: Optional[List[str]] = None
@@ -101,13 +196,29 @@ class OutputTargetResponse(BaseModel):
brightness_value_source_id: str = Field(default="", description="Brightness value source ID")
fps: Optional[int] = Field(None, description="Target send FPS")
keepalive_interval: float = Field(default=1.0, description="Keepalive interval (s)")
state_check_interval: int = Field(default=DEFAULT_STATE_CHECK_INTERVAL, description="Health check interval (s)")
min_brightness_threshold: int = Field(default=0, description="Min brightness threshold (0=disabled)")
adaptive_fps: bool = Field(default=False, description="Auto-reduce FPS when device is unresponsive")
state_check_interval: int = Field(
default=DEFAULT_STATE_CHECK_INTERVAL, description="Health check interval (s)"
)
min_brightness_threshold: int = Field(
default=0, description="Min brightness threshold (0=disabled)"
)
adaptive_fps: bool = Field(
default=False, description="Auto-reduce FPS when device is unresponsive"
)
protocol: str = Field(default="ddp", description="Send protocol (ddp or http)")
# KC target fields
picture_source_id: str = Field(default="", description="Picture source ID (key_colors)")
key_colors_settings: Optional[KeyColorsSettingsSchema] = Field(None, description="Key colors settings")
key_colors_settings: Optional[KeyColorsSettingsSchema] = Field(
None, description="Key colors settings"
)
# HA light target fields
ha_source_id: str = Field(default="", description="Home Assistant source ID (ha_light)")
ha_light_mappings: Optional[List[HALightMappingSchema]] = Field(
None, description="LED-to-light mappings (ha_light)"
)
update_rate: Optional[float] = Field(None, description="Service call rate Hz (ha_light)")
ha_transition: Optional[float] = Field(None, description="HA transition seconds (ha_light)")
color_tolerance: Optional[int] = Field(None, description="RGB delta tolerance (ha_light)")
description: Optional[str] = Field(None, description="Description")
tags: List[str] = Field(default_factory=list, description="User-defined tags")
created_at: datetime = Field(description="Creation timestamp")
@@ -129,23 +240,39 @@ class TargetProcessingState(BaseModel):
color_strip_source_id: str = Field(default="", description="Color strip source ID")
processing: bool = Field(description="Whether processing is active")
fps_actual: Optional[float] = Field(None, description="Actual FPS achieved")
fps_potential: Optional[float] = Field(None, description="Potential FPS (processing speed without throttle)")
fps_potential: Optional[float] = Field(
None, description="Potential FPS (processing speed without throttle)"
)
fps_target: Optional[int] = Field(None, description="Target FPS")
frames_skipped: Optional[int] = Field(None, description="Frames skipped (no screen change)")
frames_keepalive: Optional[int] = Field(None, description="Keepalive frames sent during standby")
frames_keepalive: Optional[int] = Field(
None, description="Keepalive frames sent during standby"
)
fps_current: Optional[int] = Field(None, description="Frames sent in the last second")
timing_send_ms: Optional[float] = Field(None, description="DDP send time (ms)")
timing_extract_ms: Optional[float] = Field(None, description="Border pixel extraction time (ms)")
timing_extract_ms: Optional[float] = Field(
None, description="Border pixel extraction time (ms)"
)
timing_map_leds_ms: Optional[float] = Field(None, description="LED color mapping time (ms)")
timing_smooth_ms: Optional[float] = Field(None, description="Temporal smoothing time (ms)")
timing_total_ms: Optional[float] = Field(None, description="Total processing time per frame (ms)")
timing_total_ms: Optional[float] = Field(
None, description="Total processing time per frame (ms)"
)
timing_audio_read_ms: Optional[float] = Field(None, description="Audio device read time (ms)")
timing_audio_fft_ms: Optional[float] = Field(None, description="Audio FFT analysis time (ms)")
timing_audio_render_ms: Optional[float] = Field(None, description="Audio visualization render time (ms)")
timing_calc_colors_ms: Optional[float] = Field(None, description="Color calculation time (ms, KC targets)")
timing_broadcast_ms: Optional[float] = Field(None, description="WebSocket broadcast time (ms, KC targets)")
timing_audio_render_ms: Optional[float] = Field(
None, description="Audio visualization render time (ms)"
)
timing_calc_colors_ms: Optional[float] = Field(
None, description="Color calculation time (ms, KC targets)"
)
timing_broadcast_ms: Optional[float] = Field(
None, description="WebSocket broadcast time (ms, KC targets)"
)
display_index: Optional[int] = Field(None, description="Current display index")
overlay_active: bool = Field(default=False, description="Whether visualization overlay is active")
overlay_active: bool = Field(
default=False, description="Whether visualization overlay is active"
)
last_update: Optional[datetime] = Field(None, description="Last successful update")
errors: List[str] = Field(default_factory=list, description="Recent errors")
device_online: bool = Field(default=False, description="Whether device is reachable")
@@ -154,11 +281,17 @@ class TargetProcessingState(BaseModel):
device_version: Optional[str] = Field(None, description="Firmware version")
device_led_count: Optional[int] = Field(None, description="LED count reported by device")
device_rgbw: Optional[bool] = Field(None, description="Whether device uses RGBW LEDs")
device_led_type: Optional[str] = Field(None, description="LED chip type (e.g. WS2812B, SK6812 RGBW)")
device_fps: Optional[int] = Field(None, description="Device-reported FPS (WLED internal refresh rate)")
device_led_type: Optional[str] = Field(
None, description="LED chip type (e.g. WS2812B, SK6812 RGBW)"
)
device_fps: Optional[int] = Field(
None, description="Device-reported FPS (WLED internal refresh rate)"
)
device_last_checked: Optional[datetime] = Field(None, description="Last health check time")
device_error: Optional[str] = Field(None, description="Last health check error")
device_streaming_reachable: Optional[bool] = Field(None, description="Device reachable during streaming (HTTP probe)")
device_streaming_reachable: Optional[bool] = Field(
None, description="Device reachable during streaming (HTTP probe)"
)
fps_effective: Optional[int] = Field(None, description="Effective FPS after adaptive reduction")
@@ -186,9 +319,15 @@ class BulkTargetRequest(BaseModel):
class BulkTargetResponse(BaseModel):
"""Response for bulk start/stop operations."""
started: List[str] = Field(default_factory=list, description="IDs that were successfully started")
stopped: List[str] = Field(default_factory=list, description="IDs that were successfully stopped")
errors: Dict[str, str] = Field(default_factory=dict, description="Map of target ID to error message for failures")
started: List[str] = Field(
default_factory=list, description="IDs that were successfully started"
)
stopped: List[str] = Field(
default_factory=list, description="IDs that were successfully stopped"
)
errors: Dict[str, str] = Field(
default_factory=dict, description="Map of target ID to error message for failures"
)
class KCTestRectangleResponse(BaseModel):
@@ -206,6 +345,8 @@ class KCTestResponse(BaseModel):
"""Response from testing a KC target."""
image: str = Field(description="Base64 data URI of the captured frame")
rectangles: List[KCTestRectangleResponse] = Field(description="Rectangles with extracted colors")
rectangles: List[KCTestRectangleResponse] = Field(
description="Rectangles with extracted colors"
)
interpolation_mode: str = Field(description="Color extraction mode used")
pattern_template_name: str = Field(description="Pattern template name")
@@ -64,6 +64,9 @@ class GpuInfo(BaseModel):
memory_used_mb: float | None = Field(default=None, description="GPU memory used in MB")
memory_total_mb: float | None = Field(default=None, description="GPU total memory in MB")
temperature_c: float | None = Field(default=None, description="GPU temperature in Celsius")
app_memory_mb: float | None = Field(
default=None, description="GPU memory used by this app in MB"
)
class PerformanceResponse(BaseModel):
@@ -74,6 +77,8 @@ class PerformanceResponse(BaseModel):
ram_used_mb: float = Field(description="RAM used in MB")
ram_total_mb: float = Field(description="RAM total in MB")
ram_percent: float = Field(description="RAM usage percent")
app_cpu_percent: float = Field(description="App process CPU usage percent")
app_ram_mb: float = Field(description="App process resident memory in MB")
gpu: GpuInfo | None = Field(default=None, description="GPU info (null if unavailable)")
timestamp: datetime = Field(description="Measurement timestamp")