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from __future__ import annotations
import logging
import uuid
from datetime import datetime
from typing import TYPE_CHECKING, Any
import sqlalchemy as sa
import yarl
from sqlalchemy.dialects import postgresql as pgsql
from sqlalchemy.orm import Mapped, foreign, mapped_column, relationship
from ai.backend.common.config import ModelDefinition
from ai.backend.common.types import (
ClusterMode,
ResourceSlot,
RuntimeVariant,
VFolderMount,
)
from ai.backend.logging import BraceStyleAdapter
from ai.backend.manager.data.deployment.types import (
ClusterConfigData,
ExecutionSpec,
ExtraVFolderMountData,
ModelMountConfigData,
ModelRevisionData,
ModelRevisionSpec,
ModelRuntimeConfigData,
MountMetadata,
ResourceConfigData,
ResourceSpec,
)
from ai.backend.manager.data.image.types import ImageIdentifier
from ai.backend.manager.models.base import (
GUID,
Base,
ResourceSlotColumn,
StrEnumType,
StructuredJSONObjectListColumn,
URLColumn,
)
if TYPE_CHECKING:
from ai.backend.manager.models.endpoint import EndpointRow
from ai.backend.manager.models.image import ImageRow
from ai.backend.manager.models.routing import RoutingRow
from ai.backend.manager.models.vfolder import VFolderRow
__all__ = ("DeploymentRevisionRow",)
log = BraceStyleAdapter(logging.getLogger(__spec__.name))
def _get_endpoint_join_condition() -> sa.sql.elements.ColumnElement[Any]:
from ai.backend.manager.models.endpoint import EndpointRow
return foreign(DeploymentRevisionRow.endpoint) == EndpointRow.id
def _get_image_join_condition() -> sa.sql.elements.ColumnElement[Any]:
from ai.backend.manager.models.image import ImageRow
return foreign(DeploymentRevisionRow.image) == ImageRow.id
def _get_model_join_condition() -> sa.sql.elements.ColumnElement[Any]:
from ai.backend.manager.models.vfolder import VFolderRow
return foreign(DeploymentRevisionRow.model) == VFolderRow.id
def _get_routings_join_condition() -> sa.sql.elements.ColumnElement[Any]:
from ai.backend.manager.models.routing import RoutingRow
return DeploymentRevisionRow.id == foreign(RoutingRow.revision)
class DeploymentRevisionRow(Base): # type: ignore[misc]
"""
Represents a deployment revision (K8s ReplicaSet equivalent).
Each revision captures a snapshot of the deployment configuration at a point in time.
When the configuration changes (image, resources, etc.), a new revision is created.
The endpoint's current_revision points to the active revision.
"""
__tablename__ = "deployment_revisions"
__table_args__ = (
sa.UniqueConstraint(
"endpoint",
"revision_number",
name="uq_deployment_revisions_endpoint_revision_number",
),
sa.Index("ix_deployment_revisions_endpoint", "endpoint"),
)
id: Mapped[uuid.UUID] = mapped_column(
"id", GUID, primary_key=True, server_default=sa.text("uuid_generate_v4()")
)
endpoint: Mapped[uuid.UUID] = mapped_column("endpoint", GUID, nullable=False)
revision_number: Mapped[int] = mapped_column("revision_number", sa.Integer, nullable=False)
# Image configuration
image: Mapped[uuid.UUID] = mapped_column("image", GUID, nullable=False)
# Model configuration
model: Mapped[uuid.UUID | None] = mapped_column("model", GUID, nullable=True)
model_mount_destination: Mapped[str] = mapped_column(
"model_mount_destination",
sa.String(length=1024),
nullable=False,
default="/models",
server_default="/models",
)
model_definition_path: Mapped[str | None] = mapped_column(
"model_definition_path", sa.String(length=128), nullable=True
)
model_definition: Mapped[dict[str, Any] | None] = mapped_column(
"model_definition", pgsql.JSONB(), nullable=True
)
# Resource configuration
resource_group: Mapped[str] = mapped_column(
"resource_group", sa.String(length=64), nullable=False
)
resource_slots: Mapped[ResourceSlot] = mapped_column(
"resource_slots", ResourceSlotColumn(), nullable=False
)
resource_opts: Mapped[dict[str, Any]] = mapped_column(
"resource_opts", pgsql.JSONB(), nullable=False, default={}, server_default="{}"
)
# Cluster configuration
cluster_mode: Mapped[str] = mapped_column(
"cluster_mode",
sa.String(length=16),
nullable=False,
default=ClusterMode.SINGLE_NODE,
server_default=ClusterMode.SINGLE_NODE.name,
)
cluster_size: Mapped[int] = mapped_column(
"cluster_size", sa.Integer, nullable=False, default=1, server_default="1"
)
# Execution configuration
startup_command: Mapped[str | None] = mapped_column("startup_command", sa.Text, nullable=True)
bootstrap_script: Mapped[str | None] = mapped_column(
"bootstrap_script", sa.String(length=16 * 1024), nullable=True
)
environ: Mapped[dict[str, Any]] = mapped_column(
"environ", pgsql.JSONB(), nullable=False, default={}, server_default="{}"
)
callback_url: Mapped[str | None] = mapped_column(
"callback_url", URLColumn, nullable=True, default=sa.null()
)
runtime_variant: Mapped[RuntimeVariant] = mapped_column(
"runtime_variant",
StrEnumType(RuntimeVariant),
nullable=False,
default=RuntimeVariant.CUSTOM,
)
# Mount configuration
extra_mounts: Mapped[list[VFolderMount]] = mapped_column(
"extra_mounts",
StructuredJSONObjectListColumn(VFolderMount),
nullable=False,
default=[],
server_default="[]",
)
# Metadata
created_at: Mapped[datetime] = mapped_column(
"created_at",
sa.DateTime(timezone=True),
server_default=sa.func.now(),
nullable=False,
)
# Relationships (without FK constraints)
endpoint_row: Mapped[EndpointRow] = relationship(
"EndpointRow",
back_populates="revisions",
primaryjoin=_get_endpoint_join_condition,
)
image_row: Mapped[ImageRow] = relationship(
"ImageRow",
primaryjoin=_get_image_join_condition,
)
model_row: Mapped[VFolderRow | None] = relationship(
"VFolderRow",
primaryjoin=_get_model_join_condition,
foreign_keys="DeploymentRevisionRow.model",
viewonly=True,
)
routings: Mapped[list[RoutingRow]] = relationship(
"RoutingRow",
primaryjoin=_get_routings_join_condition,
viewonly=True,
)
def to_model_revision_spec(self) -> ModelRevisionSpec:
"""Convert to ModelRevisionSpec for deployment lifecycle operations.
Requires image_row to be eagerly loaded via selectinload.
"""
image_identifier = ImageIdentifier(
canonical=self.image_row.name,
architecture=self.image_row.architecture,
)
return ModelRevisionSpec(
revision_id=self.id,
image_id=self.image,
image_identifier=image_identifier,
resource_spec=ResourceSpec(
cluster_mode=ClusterMode(self.cluster_mode),
cluster_size=self.cluster_size,
resource_slots=self.resource_slots,
resource_opts=self.resource_opts,
),
mounts=MountMetadata(
model_vfolder_id=self.model or uuid.UUID(int=0),
model_definition_path=self.model_definition_path,
model_mount_destination=self.model_mount_destination,
extra_mounts=self.extra_mounts or [],
),
execution=ExecutionSpec(
startup_command=self.startup_command,
bootstrap_script=self.bootstrap_script,
environ=self.environ,
runtime_variant=self.runtime_variant,
callback_url=yarl.URL(self.callback_url) if self.callback_url else None,
),
model_definition=(
ModelDefinition.model_validate(self.model_definition)
if self.model_definition is not None
else None
),
)
def to_data(self) -> ModelRevisionData:
"""Convert to ModelRevisionData dataclass."""
return ModelRevisionData(
id=self.id,
name=f"revision-{self.revision_number}",
cluster_config=ClusterConfigData(
mode=ClusterMode(self.cluster_mode),
size=self.cluster_size,
),
resource_config=ResourceConfigData(
resource_group_name=self.resource_group,
resource_slot=self.resource_slots,
resource_opts=self.resource_opts or {},
),
model_runtime_config=ModelRuntimeConfigData(
runtime_variant=self.runtime_variant,
environ=self.environ,
),
model_mount_config=ModelMountConfigData(
vfolder_id=self.model,
mount_destination=self.model_mount_destination,
definition_path=self.model_definition_path or "",
),
created_at=self.created_at,
image_id=self.image,
model_definition=(
ModelDefinition.model_validate(self.model_definition)
if self.model_definition is not None
else None
),
extra_vfolder_mounts=[
ExtraVFolderMountData(
vfolder_id=mount.vfid.folder_id,
mount_destination=str(mount.kernel_path),
)
for mount in (self.extra_mounts or [])
],
)