InvokeAI/invokeai/app/services/images.py
psychedelicious 0a09f84b07 feat(backend): selective invalidation for invocation cache
This change enhances the invocation cache logic to delete cache entries when the resources to which they refer are deleted.

For example, a cached output may refer to "some_image.png". If that image is deleted, and this particular cache entry is later retrieved by a node, that node's successors will receive references to the now non-existent "some_image.png". When they attempt to use that image, they will fail.

To resolve this, we need to invalidate the cache when the resources to which it refers are deleted. Two options:
- Invalidate the whole cache on every image/latents/etc delete
- Selectively invalidate cache entries when their resources are deleted

Node outputs can be any shape, with any number of resource references in arbitrarily nested pydantic models. Traversing that structure to identify resources is not trivial.

But invalidating the whole cache is a bit heavy-handed. It would be nice to be more selective.

Simple solution:
- Invocation outputs' resource references are always string identifiers - like the image's or latents' name
- Invocation outputs can be stringified, which includes said identifiers
- When the invocation is cached, we store the stringified output alongside the "live" output classes
- When a resource is deleted, pass its identifier to the cache service, which can then invalidate any cache entries that refer to it

The images and latents storage services have been outfitted with `on_deleted()` callbacks, and the cache service registers itself to handle those events. This logic was copied from `ItemStorageABC`.

`on_changed()` callback are also added to the images and latents services, though these are not currently used. Just following the existing pattern.
2023-09-20 18:26:47 +10:00

450 lines
16 KiB
Python

from abc import ABC, abstractmethod
from logging import Logger
from typing import TYPE_CHECKING, Callable, Optional
from PIL.Image import Image as PILImageType
from invokeai.app.invocations.metadata import ImageMetadata
from invokeai.app.models.image import (
ImageCategory,
InvalidImageCategoryException,
InvalidOriginException,
ResourceOrigin,
)
from invokeai.app.services.board_image_record_storage import BoardImageRecordStorageBase
from invokeai.app.services.image_file_storage import (
ImageFileDeleteException,
ImageFileNotFoundException,
ImageFileSaveException,
ImageFileStorageBase,
)
from invokeai.app.services.image_record_storage import (
ImageRecordDeleteException,
ImageRecordNotFoundException,
ImageRecordSaveException,
ImageRecordStorageBase,
OffsetPaginatedResults,
)
from invokeai.app.services.item_storage import ItemStorageABC
from invokeai.app.services.models.image_record import ImageDTO, ImageRecord, ImageRecordChanges, image_record_to_dto
from invokeai.app.services.resource_name import NameServiceBase
from invokeai.app.services.urls import UrlServiceBase
from invokeai.app.util.metadata import get_metadata_graph_from_raw_session
if TYPE_CHECKING:
from invokeai.app.services.graph import GraphExecutionState
class ImageServiceABC(ABC):
"""High-level service for image management."""
_on_changed_callbacks: list[Callable[[ImageDTO], None]]
_on_deleted_callbacks: list[Callable[[str], None]]
def __init__(self) -> None:
self._on_changed_callbacks = list()
self._on_deleted_callbacks = list()
def on_changed(self, on_changed: Callable[[ImageDTO], None]) -> None:
"""Register a callback for when an image is changed"""
self._on_changed_callbacks.append(on_changed)
def on_deleted(self, on_deleted: Callable[[str], None]) -> None:
"""Register a callback for when an image is deleted"""
self._on_deleted_callbacks.append(on_deleted)
def _on_changed(self, item: ImageDTO) -> None:
for callback in self._on_changed_callbacks:
callback(item)
def _on_deleted(self, item_id: str) -> None:
for callback in self._on_deleted_callbacks:
callback(item_id)
@abstractmethod
def create(
self,
image: PILImageType,
image_origin: ResourceOrigin,
image_category: ImageCategory,
node_id: Optional[str] = None,
session_id: Optional[str] = None,
board_id: Optional[str] = None,
is_intermediate: bool = False,
metadata: Optional[dict] = None,
workflow: Optional[str] = None,
) -> ImageDTO:
"""Creates an image, storing the file and its metadata."""
pass
@abstractmethod
def update(
self,
image_name: str,
changes: ImageRecordChanges,
) -> ImageDTO:
"""Updates an image."""
pass
@abstractmethod
def get_pil_image(self, image_name: str) -> PILImageType:
"""Gets an image as a PIL image."""
pass
@abstractmethod
def get_record(self, image_name: str) -> ImageRecord:
"""Gets an image record."""
pass
@abstractmethod
def get_dto(self, image_name: str) -> ImageDTO:
"""Gets an image DTO."""
pass
@abstractmethod
def get_metadata(self, image_name: str) -> ImageMetadata:
"""Gets an image's metadata."""
pass
@abstractmethod
def get_path(self, image_name: str, thumbnail: bool = False) -> str:
"""Gets an image's path."""
pass
@abstractmethod
def validate_path(self, path: str) -> bool:
"""Validates an image's path."""
pass
@abstractmethod
def get_url(self, image_name: str, thumbnail: bool = False) -> str:
"""Gets an image's or thumbnail's URL."""
pass
@abstractmethod
def get_many(
self,
offset: int = 0,
limit: int = 10,
image_origin: Optional[ResourceOrigin] = None,
categories: Optional[list[ImageCategory]] = None,
is_intermediate: Optional[bool] = None,
board_id: Optional[str] = None,
) -> OffsetPaginatedResults[ImageDTO]:
"""Gets a paginated list of image DTOs."""
pass
@abstractmethod
def delete(self, image_name: str):
"""Deletes an image."""
pass
@abstractmethod
def delete_intermediates(self) -> int:
"""Deletes all intermediate images."""
pass
@abstractmethod
def delete_images_on_board(self, board_id: str):
"""Deletes all images on a board."""
pass
class ImageServiceDependencies:
"""Service dependencies for the ImageService."""
image_records: ImageRecordStorageBase
image_files: ImageFileStorageBase
board_image_records: BoardImageRecordStorageBase
urls: UrlServiceBase
logger: Logger
names: NameServiceBase
graph_execution_manager: ItemStorageABC["GraphExecutionState"]
def __init__(
self,
image_record_storage: ImageRecordStorageBase,
image_file_storage: ImageFileStorageBase,
board_image_record_storage: BoardImageRecordStorageBase,
url: UrlServiceBase,
logger: Logger,
names: NameServiceBase,
graph_execution_manager: ItemStorageABC["GraphExecutionState"],
):
self.image_records = image_record_storage
self.image_files = image_file_storage
self.board_image_records = board_image_record_storage
self.urls = url
self.logger = logger
self.names = names
self.graph_execution_manager = graph_execution_manager
class ImageService(ImageServiceABC):
_services: ImageServiceDependencies
def __init__(self, services: ImageServiceDependencies):
super().__init__()
self._services = services
def create(
self,
image: PILImageType,
image_origin: ResourceOrigin,
image_category: ImageCategory,
node_id: Optional[str] = None,
session_id: Optional[str] = None,
board_id: Optional[str] = None,
is_intermediate: bool = False,
metadata: Optional[dict] = None,
workflow: Optional[str] = None,
) -> ImageDTO:
if image_origin not in ResourceOrigin:
raise InvalidOriginException
if image_category not in ImageCategory:
raise InvalidImageCategoryException
image_name = self._services.names.create_image_name()
# TODO: Do we want to store the graph in the image at all? I don't think so...
# graph = None
# if session_id is not None:
# session_raw = self._services.graph_execution_manager.get_raw(session_id)
# if session_raw is not None:
# try:
# graph = get_metadata_graph_from_raw_session(session_raw)
# except Exception as e:
# self._services.logger.warn(f"Failed to parse session graph: {e}")
# graph = None
(width, height) = image.size
try:
# TODO: Consider using a transaction here to ensure consistency between storage and database
self._services.image_records.save(
# Non-nullable fields
image_name=image_name,
image_origin=image_origin,
image_category=image_category,
width=width,
height=height,
# Meta fields
is_intermediate=is_intermediate,
# Nullable fields
node_id=node_id,
metadata=metadata,
session_id=session_id,
)
if board_id is not None:
self._services.board_image_records.add_image_to_board(board_id=board_id, image_name=image_name)
self._services.image_files.save(image_name=image_name, image=image, metadata=metadata, workflow=workflow)
image_dto = self.get_dto(image_name)
self._on_changed(image_dto)
return image_dto
except ImageRecordSaveException:
self._services.logger.error("Failed to save image record")
raise
except ImageFileSaveException:
self._services.logger.error("Failed to save image file")
raise
except Exception as e:
self._services.logger.error(f"Problem saving image record and file: {str(e)}")
raise e
def update(
self,
image_name: str,
changes: ImageRecordChanges,
) -> ImageDTO:
try:
self._services.image_records.update(image_name, changes)
image_dto = self.get_dto(image_name)
self._on_changed(image_dto)
return image_dto
except ImageRecordSaveException:
self._services.logger.error("Failed to update image record")
raise
except Exception as e:
self._services.logger.error("Problem updating image record")
raise e
def get_pil_image(self, image_name: str) -> PILImageType:
try:
return self._services.image_files.get(image_name)
except ImageFileNotFoundException:
self._services.logger.error("Failed to get image file")
raise
except Exception as e:
self._services.logger.error("Problem getting image file")
raise e
def get_record(self, image_name: str) -> ImageRecord:
try:
return self._services.image_records.get(image_name)
except ImageRecordNotFoundException:
self._services.logger.error("Image record not found")
raise
except Exception as e:
self._services.logger.error("Problem getting image record")
raise e
def get_dto(self, image_name: str) -> ImageDTO:
try:
image_record = self._services.image_records.get(image_name)
image_dto = image_record_to_dto(
image_record,
self._services.urls.get_image_url(image_name),
self._services.urls.get_image_url(image_name, True),
self._services.board_image_records.get_board_for_image(image_name),
)
return image_dto
except ImageRecordNotFoundException:
self._services.logger.error("Image record not found")
raise
except Exception as e:
self._services.logger.error("Problem getting image DTO")
raise e
def get_metadata(self, image_name: str) -> Optional[ImageMetadata]:
try:
image_record = self._services.image_records.get(image_name)
metadata = self._services.image_records.get_metadata(image_name)
if not image_record.session_id:
return ImageMetadata(metadata=metadata)
session_raw = self._services.graph_execution_manager.get_raw(image_record.session_id)
graph = None
if session_raw:
try:
graph = get_metadata_graph_from_raw_session(session_raw)
except Exception as e:
self._services.logger.warn(f"Failed to parse session graph: {e}")
graph = None
return ImageMetadata(graph=graph, metadata=metadata)
except ImageRecordNotFoundException:
self._services.logger.error("Image record not found")
raise
except Exception as e:
self._services.logger.error("Problem getting image DTO")
raise e
def get_path(self, image_name: str, thumbnail: bool = False) -> str:
try:
return self._services.image_files.get_path(image_name, thumbnail)
except Exception as e:
self._services.logger.error("Problem getting image path")
raise e
def validate_path(self, path: str) -> bool:
try:
return self._services.image_files.validate_path(path)
except Exception as e:
self._services.logger.error("Problem validating image path")
raise e
def get_url(self, image_name: str, thumbnail: bool = False) -> str:
try:
return self._services.urls.get_image_url(image_name, thumbnail)
except Exception as e:
self._services.logger.error("Problem getting image path")
raise e
def get_many(
self,
offset: int = 0,
limit: int = 10,
image_origin: Optional[ResourceOrigin] = None,
categories: Optional[list[ImageCategory]] = None,
is_intermediate: Optional[bool] = None,
board_id: Optional[str] = None,
) -> OffsetPaginatedResults[ImageDTO]:
try:
results = self._services.image_records.get_many(
offset,
limit,
image_origin,
categories,
is_intermediate,
board_id,
)
image_dtos = list(
map(
lambda r: image_record_to_dto(
r,
self._services.urls.get_image_url(r.image_name),
self._services.urls.get_image_url(r.image_name, True),
self._services.board_image_records.get_board_for_image(r.image_name),
),
results.items,
)
)
return OffsetPaginatedResults[ImageDTO](
items=image_dtos,
offset=results.offset,
limit=results.limit,
total=results.total,
)
except Exception as e:
self._services.logger.error("Problem getting paginated image DTOs")
raise e
def delete(self, image_name: str):
try:
self._services.image_files.delete(image_name)
self._services.image_records.delete(image_name)
self._on_deleted(image_name)
except ImageRecordDeleteException:
self._services.logger.error("Failed to delete image record")
raise
except ImageFileDeleteException:
self._services.logger.error("Failed to delete image file")
raise
except Exception as e:
self._services.logger.error("Problem deleting image record and file")
raise e
def delete_images_on_board(self, board_id: str):
try:
image_names = self._services.board_image_records.get_all_board_image_names_for_board(board_id)
for image_name in image_names:
self._services.image_files.delete(image_name)
self._services.image_records.delete_many(image_names)
for image_name in image_names:
self._on_deleted(image_name)
except ImageRecordDeleteException:
self._services.logger.error("Failed to delete image records")
raise
except ImageFileDeleteException:
self._services.logger.error("Failed to delete image files")
raise
except Exception as e:
self._services.logger.error("Problem deleting image records and files")
raise e
def delete_intermediates(self) -> int:
try:
image_names = self._services.image_records.delete_intermediates()
count = len(image_names)
for image_name in image_names:
self._services.image_files.delete(image_name)
self._on_deleted(image_name)
return count
except ImageRecordDeleteException:
self._services.logger.error("Failed to delete image records")
raise
except ImageFileDeleteException:
self._services.logger.error("Failed to delete image files")
raise
except Exception as e:
self._services.logger.error("Problem deleting image records and files")
raise e