maas-base/gpustack/schemas/system_load.py

from datetime import datetime, timezone
from typing import Optional
import sqlalchemy as sa

from sqlmodel import Field, SQLModel
from gpustack.mixins.active_record import ActiveRecordMixin


class SystemLoad(SQLModel, ActiveRecordMixin, table=True):
    __tablename__ = 'system_loads'
    __table_args__ = (sa.Index("idx_system_loads_cluster_id", "cluster_id"),)
    id: Optional[int] = Field(default=None, primary_key=True)
    timestamp: int = Field(
        default_factory=lambda: int(datetime.now(timezone.utc).timestamp())
    )
    cluster_id: Optional[int] = Field(default=None, index=True)
    # average cpu utilization rate per worker
    cpu: Optional[float] = Field(default=None)

    # average ram utilization rate per worker
    ram: Optional[float] = Field(default=None)

    # average gpu utilization rate per gpu device
    gpu: Optional[float] = Field(default=None)

    # average vram utilization rate per gpu device
    vram: Optional[float] = Field(default=None)